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+# Agentic RAG — Design System v1
+
+A self-contained spec for the light-theme dashboard redesign. Implementer should be able to copy `globals.css` verbatim and ship.
+
+Aesthetic anchor: **Linear meets Vercel** — calm warm-neutral surfaces, single indigo accent, generous whitespace, micro-soft shadows, fast-feeling interactions. No glassmorphism, no gradients on chrome, no decorative gradients except optionally on the empty-state hero.
+
+---
+
+## 1. Design principles
+
+- **Calm by default.** Surfaces are warm off-white; the eye should rest on content, not chrome. Chrome (topbar, sidebar, borders) sits at very low contrast against the page.
+- **One accent, used sparingly.** A single indigo accent marks the primary action, the active nav item, and focus rings. Secondary buttons and metadata stay neutral. Avoid rainbow status pills.
+- **Generous whitespace, tight type.** Padding is bigger than it feels like it needs to be; type scale stays compact and dense. The contrast (air outside, density inside) is the look.
+- **Soft, layered shadows over hard borders.** Cards and popovers float on `0 1px 2px` + `0 8px 24px` stacks rather than 1px slate borders. Borders exist but at very low alpha (`oklch(0 0 0 / 0.06)`).
+- **Fast feel.** All transitions are 120–180ms ease-out. Hover states are subtle (background tint shift, not transform). No skeleton-shimmer waltzes; use a static muted placeholder.
+
+---
+
+## 2. Color tokens
+
+Light theme only for v1. Values in OKLCH. Neutrals are slightly warm (a≈0.005, h≈80) — closer to paper than to slate. Pure `#fff` and `#000` are explicitly avoided.
+
+| Token | OKLCH | Hex (approx) | Use |
+|---|---|---|---|
+| `--bg-app` | `oklch(0.985 0.003 80)` | `#FAFAF8` | Page background |
+| `--bg-surface` | `oklch(1 0 0)` | `#FFFFFF` | Cards, sidebar, topbar (the only place near-white lives) |
+| `--bg-surface-elevated` | `oklch(0.995 0.002 80)` | `#FDFDFB` | Popovers, modals, dropdowns |
+| `--bg-subtle` | `oklch(0.97 0.004 80)` | `#F4F3F0` | Hover states, code blocks, inactive tabs |
+| `--border-subtle` | `oklch(0.92 0.004 80)` | `#E8E6E1` | Dividers inside cards |
+| `--border-default` | `oklch(0.88 0.005 80)` | `#DCDAD3` | Card outlines, input borders |
+| `--border-strong` | `oklch(0.78 0.006 80)` | `#C2BFB6` | Focus-adjacent, hovered inputs |
+| `--text-primary` | `oklch(0.22 0.01 80)` | `#26241F` | Body, headings (warm near-black, not `#000`) |
+| `--text-secondary` | `oklch(0.42 0.008 80)` | `#5A574F` | Subheads, secondary labels |
+| `--text-muted` | `oklch(0.58 0.006 80)` | `#85827A` | Timestamps, helper text, placeholders |
+| `--text-inverse` | `oklch(0.985 0.003 80)` | `#FAFAF8` | Text on accent/danger fills |
+| `--accent` | `oklch(0.55 0.19 270)` | `#5B5BD6` | Primary buttons, active nav, focus ring (indigo) |
+| `--accent-hover` | `oklch(0.50 0.20 270)` | `#4F4FC9` | Primary button hover |
+| `--accent-subtle` | `oklch(0.96 0.03 270)` | `#EDEDFA` | Active nav background, accent badges |
+| `--accent-foreground` | `oklch(0.985 0.003 80)` | `#FAFAF8` | Text on `--accent` fills |
+| `--success` | `oklch(0.62 0.14 155)` | `#3FA46A` | Indexed/ready status |
+| `--success-subtle` | `oklch(0.95 0.04 155)` | `#E5F4EB` | Success badge bg |
+| `--warning` | `oklch(0.72 0.15 75)` | `#D69845` | Processing, pending |
+| `--warning-subtle` | `oklch(0.96 0.05 75)` | `#FAF0DC` | Warning badge bg |
+| `--danger` | `oklch(0.58 0.20 25)` | `#D14545` | Delete, error |
+| `--danger-subtle` | `oklch(0.96 0.04 25)` | `#FBE8E5` | Danger badge bg |
+| `--ring` | `oklch(0.55 0.19 270 / 0.35)` | — | Focus ring (3px) |
+
+**Justification for indigo over blue/violet:** indigo (h≈270) reads modern and "AI-native" without veering into cliché ChatGPT teal or Anthropic clay. It pairs cleanly with warm neutrals (cool accent on warm canvas = the Linear/Resend signature).
+
+---
+
+## 3. Typography
+
+**Font stack:** Inter via `next/font/google` with `display: swap`, plus `'JetBrains Mono'` for code/IDs. System fallback chain for instant first paint.
+
+```ts
+// app/layout.tsx
+import { Inter, JetBrains_Mono } from 'next/font/google'
+const sans = Inter({ subsets: ['latin'], variable: '--font-sans', display: 'swap' })
+const mono = JetBrains_Mono({ subsets: ['latin'], variable: '--font-mono', display: 'swap' })
+```
+
+**Size scale** (compact — intentionally one notch tighter than Tailwind defaults):
+
+| Token | px | line-height | Use |
+|---|---|---|---|
+| `text-xs` | 12 | 16 | Badges, timestamps, table meta |
+| `text-sm` | 13 | 20 | Body default, nav items, inputs |
+| `text-base` | 14 | 22 | Chat messages, card body |
+| `text-md` | 15 | 24 | Emphasized body |
+| `text-lg` | 17 | 26 | Card titles, section headers |
+| `text-xl` | 20 | 28 | Page titles |
+| `text-2xl` | 24 | 32 | Document viewer title |
+| `text-3xl` | 30 | 38 | Empty-state hero only |
+
+**Weights:** 400 (body), 500 (UI labels, nav), 600 (headings, button text), 700 (rare — emphasis only).
+**Letter-spacing:** `-0.01em` on `text-lg` and above; `0` elsewhere. No uppercase tracking unless on a `text-xs` overline.
+
+---
+
+## 4. Spacing & radius
+
+Tailwind's default 4px-step spacing scale is fine — keep it. Most padding lives in `2 / 3 / 4 / 6 / 8` (8 / 12 / 16 / 24 / 32 px).
+
+**Radius scale** (override Tailwind's defaults — slightly larger):
+
+| Token | px | Use |
+|---|---|---|
+| `rounded-sm` | 4 | Badges (small) |
+| `rounded-md` | 8 | Inputs, small buttons |
+| `rounded-lg` | 10 | Buttons, nav items, source rows |
+| `rounded-xl` | 14 | Cards, dropzone, message bubbles |
+| `rounded-2xl` | 18 | Modal/popover, document viewer card |
+| `rounded-full` | 9999 | Avatars, pill badges, icon buttons |
+
+Pick `rounded-xl` (14px) as the default card radius — the v1 sweet spot between Vercel's 8 and Linear's 12.
+
+---
+
+## 5. Shadow scale
+
+Tailwind's defaults are too gray and too vertical. Replace with layered, warm-tinted, low-alpha stacks. All shadows use a single hue (the warm neutral) and combine a tight contact shadow with a longer ambient one.
+
+| Token | Value | Use |
+|---|---|---|
+| `shadow-xs` | `0 1px 2px 0 oklch(0 0 0 / 0.04)` | Buttons, inputs at rest |
+| `shadow-sm` | `0 1px 2px 0 oklch(0 0 0 / 0.04), 0 2px 4px -1px oklch(0 0 0 / 0.04)` | Cards |
+| `shadow-md` | `0 4px 8px -2px oklch(0 0 0 / 0.06), 0 2px 4px -2px oklch(0 0 0 / 0.04)` | Hovered cards, source rows |
+| `shadow-lg` | `0 12px 24px -8px oklch(0 0 0 / 0.10), 0 4px 8px -4px oklch(0 0 0 / 0.06)` | Popovers, dropdowns |
+| `shadow-xl` | `0 24px 48px -12px oklch(0 0 0 / 0.14), 0 8px 16px -8px oklch(0 0 0 / 0.08)` | Modals, command palette |
+| `shadow-focus` | `0 0 0 3px var(--ring)` | Focus ring (combine with border) |
+
+---
+
+## 6. Component patterns
+
+### Topbar
+Sticky, 56px tall, full-width, sits on `--bg-surface` with a single `--border-subtle` bottom border (no shadow). Holds: logo + product name (left), breadcrumb or page title (center-left), global search trigger (center, optional v2), user avatar + menu (right). No shadow at rest; on scroll past 4px, fade in `shadow-xs`.
+```tsx
+<header className="sticky top-0 z-30 h-14 bg-surface border-b border-subtle px-6 flex items-center gap-4">
+```
+
+### Sidebar (expanded)
+240px wide, full-height, `--bg-surface`, right border `--border-subtle`. Sections stacked with 24px vertical gaps. Section headers are `text-xs font-medium uppercase tracking-wide text-muted` (only place uppercase appears). Sticky.
+```tsx
+<aside className="w-60 shrink-0 h-[calc(100vh-3.5rem)] sticky top-14 bg-surface border-r border-subtle px-3 py-4 overflow-y-auto">
+```
+
+### Sidebar (collapsed) — v2, out of scope for v1
+Reserve 64px collapsed width. v1 ships expanded only.
+
+### NavItem
+Pill-shaped row, `rounded-lg`, `h-9 px-3`, `text-sm font-medium`, gap-2.5 between icon (16px) and label.
+- **Inactive:** `text-secondary`, no background.
+- **Hover:** `bg-subtle`, `text-primary`. Transition `120ms`.
+- **Active:** `bg-accent-subtle`, `text-accent`, no left-bar indicator (the tinted bg is enough).
+```tsx
+<a className="flex items-center gap-2.5 h-9 px-3 rounded-lg text-sm font-medium text-secondary hover:bg-subtle hover:text-primary aria-[current=page]:bg-accent-subtle aria-[current=page]:text-accent">
+```
+
+### Button
+Three variants. All `h-9 px-3.5 rounded-lg text-sm font-semibold inline-flex items-center gap-2 transition-colors duration-120`. Use `h-10 px-4` for primary CTAs and `h-8 px-3 text-xs` for compact toolbars.
+- **Primary:** `bg-accent text-accent-foreground hover:bg-accent-hover shadow-xs`
+- **Secondary:** `bg-surface text-primary border border-default hover:bg-subtle shadow-xs`
+- **Ghost:** `text-secondary hover:bg-subtle hover:text-primary` (no border, no shadow)
+- **Danger:** `bg-danger text-inverse hover:brightness-95 shadow-xs`
+- **Disabled:** `opacity-50 pointer-events-none` (no separate gray fill — preserves layout)
+
+### Input
+`h-9 px-3 rounded-md text-sm bg-surface border border-default placeholder:text-muted shadow-xs`. On focus: `border-strong ring-3 ring-[var(--ring)] outline-none`. Textarea inherits same look with `min-h-24 py-2`.
+```tsx
+<input className="h-9 w-full rounded-md border border-default bg-surface px-3 text-sm placeholder:text-muted shadow-xs focus:border-strong focus:outline-none focus:ring-3 focus:ring-[var(--ring)]" />
+```
+
+### Card / Surface
+The workhorse. `bg-surface rounded-xl border border-subtle shadow-sm p-5` (or `p-6` for primary content). Hovered (clickable card variant): `shadow-md border-default transition-shadow duration-150`. Avoid stacking cards inside cards — use `--border-subtle` dividers instead.
+
+### Badge
+`inline-flex items-center h-5 px-2 rounded-full text-xs font-medium`. Status flavors:
+- **Default:** `bg-subtle text-secondary`
+- **Success (Indexed):** `bg-[--success-subtle] text-[--success]`
+- **Warning (Processing):** `bg-[--warning-subtle] text-[--warning]` + 1.5px pulsing dot
+- **Danger (Failed):** `bg-[--danger-subtle] text-[--danger]`
+- **Accent:** `bg-accent-subtle text-accent`
+
+### Empty state
+Centered column, `max-w-sm mx-auto py-16 text-center`. Stack: 40px monoline icon (text-muted), `text-lg font-semibold text-primary` headline, `text-sm text-secondary` body, primary button. No illustration in v1 — keep it editorial.
+
+### Toast / inline status
+Toasts: bottom-right, `rounded-xl bg-surface-elevated shadow-lg border border-subtle p-4 max-w-sm`, with a 3px left accent bar tinted by status. Auto-dismiss 4s. Use sparingly — prefer inline status for upload progress.
+Inline status: a 24px-tall row under the affected item, `text-xs text-secondary` with a leading status dot (8px, status color). For upload: a thin 2px progress bar in `--accent` along the bottom edge of the source row.
+
+### Chat message bubble
+Conversation is a vertical scroll, max-width 720px centered. Messages stack with 24px gap.
+- **User:** right-aligned, `bg-accent-subtle text-primary rounded-2xl rounded-br-md px-4 py-2.5 max-w-[80%]`. No avatar.
+- **Assistant:** left-aligned, no bubble fill — just `text-primary text-base leading-7` with a 24px circular accent-tinted avatar (`bg-accent-subtle text-accent`) and a `text-xs text-muted` "Assistant" label above. Streaming cursor: `▍` blinking at 1Hz, `text-accent`.
+- **Citations:** inline superscript chips `[1]` styled as accent badges, click to open the source in the right rail.
+
+### Source item (Sources panel row)
+`flex items-center gap-3 p-3 rounded-lg hover:bg-subtle transition-colors`. Layout: file-type icon (20px, monoline, text-muted) → title (`text-sm font-medium text-primary truncate`) → metadata row (`text-xs text-muted`: chunk count · upload date) → status badge → kebab menu (ghost icon button, visible on row hover only). Clicking opens the document viewer.
+
+### Upload dropzone
+`rounded-xl border-2 border-dashed border-default bg-subtle/50 p-10 text-center transition-colors`. Drag-active: `border-accent bg-accent-subtle`. Inside: 32px upload icon (text-muted, becomes text-accent on drag), `text-sm font-medium` headline ("Drop files or click to browse"), `text-xs text-muted` constraint line ("txt, md, pdf · up to 20MB"). Click target spans the full dropzone.
+
+---
+
+## 7. Layout
+
+| Region | Spec |
+|---|---|
+| Topbar | 56px tall, sticky `top-0 z-30`, full-width |
+| Sidebar | 240px wide, sticky `top-14`, full-height minus topbar, scrollable on overflow |
+| Content area | `flex-1 min-w-0`, scrollable |
+| Page max-width | `max-w-6xl` (1152px) for dashboard pages; chat constrains to `max-w-3xl` (768px); document viewer to `max-w-4xl` (896px) |
+| Page gutter | `px-6` (24px) on mobile/tablet, `px-8` (32px) on `lg+` |
+| Section gap | `space-y-8` (32px) between major sections; `space-y-4` within a section |
+
+**Sticky vs scrollable:** Topbar and sidebar are sticky; content scrolls. Within the chat surface, the message list scrolls and the composer is sticky at the bottom of the content area (not the viewport — it stays inside the content column). Within the sources panel, the upload dropzone is sticky at top, list scrolls below.
+
+**Mobile (< 768px) for v1:** Sidebar collapses to a hamburger in the topbar that opens an off-canvas drawer (`fixed inset-y-0 left-0 w-72 bg-surface shadow-xl`, dimmed scrim behind). Topbar stays. Content gutters drop to `px-4`. Document viewer becomes single-column (chunks below content, not a right rail). **No tablet-specific layout** — phone layout up to 768, desktop layout above.
+
+---
+
+## 8. Tailwind v4 wiring — `globals.css`
+
+Tailwind v4 uses `@import "tailwindcss"` and `@theme` blocks (no `tailwind.config.js`). Tokens declared inside `@theme` become utility classes automatically (e.g. `--color-accent` → `bg-accent`, `text-accent`, `border-accent`).
+
+Copy this file verbatim into `apps/web/src/app/globals.css`:
+
+```css
+@import "tailwindcss";
+
+@theme {
+  /* ---------- Color ---------- */
+  --color-bg-app: oklch(0.985 0.003 80);
+  --color-bg-surface: oklch(1 0 0);
+  --color-bg-surface-elevated: oklch(0.995 0.002 80);
+  --color-subtle: oklch(0.97 0.004 80);
+
+  --color-border-subtle: oklch(0.92 0.004 80);
+  --color-border-default: oklch(0.88 0.005 80);
+  --color-border-strong: oklch(0.78 0.006 80);
+
+  --color-primary: oklch(0.22 0.01 80);
+  --color-secondary: oklch(0.42 0.008 80);
+  --color-muted: oklch(0.58 0.006 80);
+  --color-inverse: oklch(0.985 0.003 80);
+
+  --color-accent: oklch(0.55 0.19 270);
+  --color-accent-hover: oklch(0.50 0.20 270);
+  --color-accent-subtle: oklch(0.96 0.03 270);
+  --color-accent-foreground: oklch(0.985 0.003 80);
+
+  --color-success: oklch(0.62 0.14 155);
+  --color-success-subtle: oklch(0.95 0.04 155);
+  --color-warning: oklch(0.72 0.15 75);
+  --color-warning-subtle: oklch(0.96 0.05 75);
+  --color-danger: oklch(0.58 0.20 25);
+  --color-danger-subtle: oklch(0.96 0.04 25);
+
+  /* ---------- Type ---------- */
+  --font-sans: var(--font-sans), ui-sans-serif, system-ui, -apple-system,
+               'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
+  --font-mono: var(--font-mono), ui-monospace, 'JetBrains Mono', Menlo,
+               Monaco, Consolas, monospace;
+
+  --text-xs: 0.75rem;       /* 12 */
+  --text-xs--line-height: 1rem;
+  --text-sm: 0.8125rem;     /* 13 */
+  --text-sm--line-height: 1.25rem;
+  --text-base: 0.875rem;    /* 14 */
+  --text-base--line-height: 1.375rem;
+  --text-md: 0.9375rem;     /* 15 */
+  --text-md--line-height: 1.5rem;
+  --text-lg: 1.0625rem;     /* 17 */
+  --text-lg--line-height: 1.625rem;
+  --text-xl: 1.25rem;       /* 20 */
+  --text-xl--line-height: 1.75rem;
+  --text-2xl: 1.5rem;       /* 24 */
+  --text-2xl--line-height: 2rem;
+  --text-3xl: 1.875rem;     /* 30 */
+  --text-3xl--line-height: 2.375rem;
+
+  /* ---------- Radius ---------- */
+  --radius-sm: 0.25rem;     /* 4  */
+  --radius-md: 0.5rem;      /* 8  */
+  --radius-lg: 0.625rem;    /* 10 */
+  --radius-xl: 0.875rem;    /* 14 */
+  --radius-2xl: 1.125rem;   /* 18 */
+
+  /* ---------- Shadow ---------- */
+  --shadow-xs: 0 1px 2px 0 oklch(0 0 0 / 0.04);
+  --shadow-sm: 0 1px 2px 0 oklch(0 0 0 / 0.04),
+               0 2px 4px -1px oklch(0 0 0 / 0.04);
+  --shadow-md: 0 4px 8px -2px oklch(0 0 0 / 0.06),
+               0 2px 4px -2px oklch(0 0 0 / 0.04);
+  --shadow-lg: 0 12px 24px -8px oklch(0 0 0 / 0.10),
+               0 4px 8px -4px oklch(0 0 0 / 0.06);
+  --shadow-xl: 0 24px 48px -12px oklch(0 0 0 / 0.14),
+               0 8px 16px -8px oklch(0 0 0 / 0.08);
+
+  /* ---------- Misc ---------- */
+  --ring-color: oklch(0.55 0.19 270 / 0.35);
+  --container-content: 72rem;   /* 1152 */
+  --container-chat:    48rem;   /* 768  */
+  --container-doc:     56rem;   /* 896  */
+}
+
+/* ---------- Base ---------- */
+:root {
+  color-scheme: light;
+  --ring: var(--ring-color);
+}
+
+* {
+  box-sizing: border-box;
+}
+
+html, body {
+  margin: 0;
+  padding: 0;
+  background: var(--color-bg-app);
+  color: var(--color-primary);
+  font-family: var(--font-sans);
+  font-size: var(--text-sm);
+  line-height: var(--text-sm--line-height);
+  -webkit-font-smoothing: antialiased;
+  text-rendering: optimizeLegibility;
+}
+
+::selection {
+  background: var(--color-accent-subtle);
+  color: var(--color-accent);
+}
+
+/* Scrollbar — thin, neutral */
+* {
+  scrollbar-width: thin;
+  scrollbar-color: var(--color-border-default) transparent;
+}
+*::-webkit-scrollbar { width: 10px; height: 10px; }
+*::-webkit-scrollbar-track { background: transparent; }
+*::-webkit-scrollbar-thumb {
+  background: var(--color-border-default);
+  border-radius: 9999px;
+  border: 2px solid transparent;
+  background-clip: padding-box;
+}
+*::-webkit-scrollbar-thumb:hover { background: var(--color-border-strong); background-clip: padding-box; border: 2px solid transparent; }
+
+/* Focus-visible ring (utility for non-input focusables) */
+:where(button, a, [role="button"]):focus-visible {
+  outline: none;
+  box-shadow: 0 0 0 3px var(--ring);
+  border-radius: var(--radius-md);
+}
+```
+
+### Generated utility classes (after the above)
+
+The `@theme` declarations make these available automatically:
+- Colors: `bg-bg-app`, `bg-surface`, `bg-subtle`, `bg-accent`, `text-primary`, `text-secondary`, `text-muted`, `text-accent`, `border-default`, `border-subtle`, `border-strong`, etc.
+- Type: `text-xs` through `text-3xl` with their pinned line-heights.
+- Radius: `rounded-sm` through `rounded-2xl`.
+- Shadow: `shadow-xs` through `shadow-xl`.
+- Container width: `max-w-content`, `max-w-chat`, `max-w-doc`.
+
+### Layout aliases (optional, drop into `globals.css` if desired)
+
+```css
+@utility container-page {
+  max-width: var(--container-content);
+  margin-inline: auto;
+  padding-inline: 1.5rem;        /* 24 */
+  @media (min-width: 1024px) {
+    padding-inline: 2rem;        /* 32 */
+  }
+}
+```
+
+Then `<main className="container-page">` works out of the box.
+
+---
+
+## Open items deferred to v2
+
+- Dark theme (token names are theme-agnostic; add a `@theme dark { ... }` block).
+- Collapsed sidebar (icon-only at 64px).
+- Command palette (Cmd-K) styling — will reuse popover + input tokens.
+- Code-block syntax theme for assistant responses (use a One-Light variant tuned to the warm neutrals).
diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..c2780e8
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,13 @@
+node_modules
+**/node_modules
+.next
+**/.next
+dist
+**/dist
+.git
+.env
+.env.local
+coverage
+.vscode
+.idea
+*.log
diff --git a/.editorconfig b/.editorconfig
new file mode 100644
index 0000000..1014ba7
--- /dev/null
+++ b/.editorconfig
@@ -0,0 +1,12 @@
+root = true
+
+[*]
+charset = utf-8
+end_of_line = lf
+insert_final_newline = true
+indent_style = space
+indent_size = 2
+trim_trailing_whitespace = true
+
+[*.md]
+trim_trailing_whitespace = false
diff --git a/.env.example b/.env.example
new file mode 100644
index 0000000..b6d3010
--- /dev/null
+++ b/.env.example
@@ -0,0 +1,30 @@
+# ---- Postgres ----
+POSTGRES_USER=rag
+POSTGRES_PASSWORD=rag
+POSTGRES_DB=rag
+POSTGRES_PORT=5432
+DATABASE_URL=postgres://rag:rag@localhost:5432/rag
+
+# ---- Ollama ----
+# Base URL for the Ollama HTTP API. Examples:
+#   - LAN host:    http://192.168.4.90:11434
+#   - Same host:   http://localhost:11434
+#   - Docker host (web container reaching host Ollama on macOS/Windows):
+#                  http://host.docker.internal:11434
+# The /api suffix is appended automatically.
+OLLAMA_BASE_URL=http://192.168.4.90:11434
+# Chat / generation model (must be pulled on the Ollama host).
+OLLAMA_CHAT_MODEL=llama3.1:8b
+# Embedding model (must be pulled on the Ollama host).
+OLLAMA_EMBED_MODEL=nomic-embed-text
+# Embedding dimension must match the model (nomic-embed-text = 768).
+EMBEDDING_DIM=768
+
+# ---- App ----
+NODE_ENV=development
+NEXT_PUBLIC_APP_URL=http://localhost:3000
+
+# ---- RAG tuning ----
+RAG_CHUNK_SIZE=800
+RAG_CHUNK_OVERLAP=120
+RAG_TOP_K=6
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
new file mode 100644
index 0000000..3921dca
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -0,0 +1,23 @@
+---
+name: Bug report
+about: Report a defect or unexpected behavior
+title: "bug: "
+labels: bug
+---
+
+## What happened
+
+## What you expected
+
+## Steps to reproduce
+1.
+2.
+3.
+
+## Environment
+- OS:
+- Node:
+- pnpm:
+- Docker:
+
+## Logs / screenshots
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
new file mode 100644
index 0000000..2bfda6d
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,14 @@
+---
+name: Feature request
+about: Suggest a new capability or improvement
+title: "feat: "
+labels: enhancement
+---
+
+## Problem / motivation
+
+## Proposed solution
+
+## Alternatives considered
+
+## Additional context
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
new file mode 100644
index 0000000..7c97da4
--- /dev/null
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -0,0 +1,24 @@
+## Summary
+<!-- 1-3 bullets on what changed and why -->
+
+## Related
+<!-- issue / spec link -->
+
+## Type
+- [ ] feat
+- [ ] fix
+- [ ] refactor
+- [ ] docs
+- [ ] chore / ci / build
+
+## Checklist
+- [ ] Branched from `develop` (or `main` for hotfix)
+- [ ] `pnpm typecheck` passes
+- [ ] `pnpm lint` passes
+- [ ] `pnpm test` passes (or N/A)
+- [ ] Updated `spec/` docs if behavior changed
+- [ ] Added migration if schema changed
+- [ ] Manual smoke test:
+
+## Screenshots / logs
+<!-- optional -->
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..3edc9b2
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,35 @@
+name: CI
+
+on:
+  push:
+    branches: [main, develop]
+  pull_request:
+    branches: [main, develop]
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: pnpm/action-setup@v4
+        with:
+          version: 10
+
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 20
+          cache: pnpm
+
+      - name: Install
+        run: pnpm install --frozen-lockfile=false
+
+      - name: Lint
+        run: pnpm lint
+
+      - name: Typecheck
+        run: pnpm typecheck
+
+      - name: Build
+        run: pnpm build
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..45421d4
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,43 @@
+# Dependencies
+node_modules/
+.pnpm-store/
+
+# Build output
+dist/
+build/
+.next/
+out/
+*.tsbuildinfo
+
+# Environment
+.env
+.env.local
+.env.*.local
+!.env.example
+
+# Logs
+*.log
+npm-debug.log*
+pnpm-debug.log*
+
+# OS / editor
+.DS_Store
+.idea/
+.vscode/*
+!.vscode/extensions.json
+!.vscode/settings.json
+
+# Test / coverage
+coverage/
+.nyc_output/
+
+# Drizzle
+drizzle/meta/_journal.json.bak
+
+# Docker volumes (when bind-mounted locally)
+.data/
+volumes/
+
+# Misc
+*.pid
+.turbo/
diff --git a/.prettierignore b/.prettierignore
new file mode 100644
index 0000000..08fbad7
--- /dev/null
+++ b/.prettierignore
@@ -0,0 +1,7 @@
+node_modules
+dist
+build
+.next
+coverage
+pnpm-lock.yaml
+*.tsbuildinfo
diff --git a/.prettierrc.json b/.prettierrc.json
new file mode 100644
index 0000000..4cbc711
--- /dev/null
+++ b/.prettierrc.json
@@ -0,0 +1,7 @@
+{
+  "semi": true,
+  "singleQuote": true,
+  "trailingComma": "all",
+  "printWidth": 100,
+  "tabWidth": 2
+}
diff --git a/ARCHITECTURE.md b/ARCHITECTURE.md
new file mode 100644
index 0000000..6056048
--- /dev/null
+++ b/ARCHITECTURE.md
@@ -0,0 +1,371 @@
+# Architecture
+
+This document describes how Agentic RAG is wired together — the components, the data they own, and the request flows that turn an uploaded PDF into a chat answer with inline figures.
+
+For the README, see [`README.md`](./README.md). For the v1.0.0 design contract, see [`spec/1.0.0/pdfupload.md`](./spec/1.0.0/pdfupload.md).
+
+---
+
+## At a glance
+
+```
+                           ┌────────────────────────────────────────────┐
+                           │                Browser (you)               │
+                           │  Next.js client — chat, documents, settings│
+                           └────────────────┬───────────────────────────┘
+                                            │  HTTP (SSE for /api/chat)
+                                            ▼
+ ┌────────────────────────────────────────────────────────────────────────────┐
+ │                          Next.js 15 app  (apps/web)                         │
+ │  ┌──────────────┐  ┌──────────────┐  ┌────────────┐  ┌──────────────────┐  │
+ │  │ /            │  │ /documents   │  │ /settings  │  │ /api/* routes     │  │
+ │  │ chat UI      │  │ upload + list│  │ form       │  │ chat, ingest,     │  │
+ │  │ react-mark-  │  │ status poll  │  │ + dropdowns│  │ assets, sources,  │  │
+ │  │ down render  │  │ doc viewer   │  │ tag probe  │  │ documents/*, ...  │  │
+ │  └──────┬───────┘  └──────┬───────┘  └──────┬─────┘  └────────┬──────────┘  │
+ │         │                 │                 │                 │             │
+ │         ▼                 ▼                 ▼                 ▼             │
+ │  ┌────────────────────────────────────────────────────────────────────────┐ │
+ │  │                   image-guarantee · getSettings · telemetry           │ │
+ │  └────────────────────────────────────────────────────────────────────────┘ │
+ │         │                 │                                 │              │
+ │         │                 │     ┌───────────────────────────┘              │
+ │         │                 │     │                                          │
+ │         ▼                 ▼     ▼                                          │
+ │  ┌─────────────┐  ┌─────────────────────┐    ┌──────────────────────────┐  │
+ │  │ @app/agent  │  │     @app/rag         │    │       @app/db            │  │
+ │  │             │  │  chunker, embedder,  │    │  Drizzle schema + queries│  │
+ │  │ runAgent()  │  │  retrieve,           │    │  documents, chunks,      │  │
+ │  │ + tools:    │  │  retrieveFigures,    │    │  document_images,        │  │
+ │  │  search_kb  │  │  ingest, ingest-pdf, │    │  app_settings            │  │
+ │  │  find_      │  │  vision, raster      │    │                          │  │
+ │  │  figure     │  │                      │    │                          │  │
+ │  │  fetch_doc  │  │                      │    │                          │  │
+ │  │  list_      │  │                      │    │                          │  │
+ │  │  sources    │  │                      │    │                          │  │
+ │  └─────┬───────┘  └─────────┬────────────┘    └────────────┬─────────────┘  │
+ │        │                    │                              │                │
+ └────────┼────────────────────┼──────────────────────────────┼────────────────┘
+          │                    │                              │
+          ▼                    ▼                              ▼
+   ┌────────────┐       ┌────────────┐             ┌─────────────────────┐
+   │  Ollama    │       │  Ollama    │             │  Postgres + pgvector│
+   │  chat LLM  │       │  vision +  │             │  pg_trgm            │
+   │  (HTTP)    │       │  embed LLM │             │  (Compose service)  │
+   │  external  │       │  (HTTP)    │             │                     │
+   └────────────┘       └────────────┘             └─────────────────────┘
+```
+
+The whole loop is local — Postgres runs in Compose, Ollama runs on the host or LAN. No SaaS dependencies.
+
+---
+
+## Components
+
+### `apps/web` — Next.js 15
+
+Server components, API routes, React 19 client islands. Tailwind v4 design system with `@theme` tokens (see `apps/web/src/app/globals.css`).
+
+Key client surfaces:
+
+| Path                  | Component                                  | Purpose                                                       |
+| --------------------- | ------------------------------------------ | ------------------------------------------------------------- |
+| `/`                   | `components/chat.tsx` + `markdown.tsx`     | Chat with `useChat` from AI SDK. `<ChatMarkdown>` renders     |
+|                       |                                            | the assistant message via `react-markdown` + `remark-gfm`     |
+|                       |                                            | with a custom `urlTransform` that maps `asset:UUID` →         |
+|                       |                                            | `/api/assets/UUID`.                                           |
+| `/documents`          | `components/sources-panel.tsx`             | Drag-and-drop upload, live status polling, status pills,      |
+|                       |                                            | progress bar, delete.                                          |
+| `/documents/[id]`     | `components/document-viewer.tsx`           | Tabs: Original / Chunks & embeddings / Pages (rasters +       |
+|                       |                                            | figure rail).                                                  |
+| `/settings`           | `components/settings-form.tsx`             | DB-overlays-env. Test-connection probes Ollama tags;          |
+|                       |                                            | model fields are dropdowns auto-populated from `/api/tags`.   |
+
+Key server surfaces (`apps/web/src/app/api/...`):
+
+| Route                                  | What it does                                                    |
+| -------------------------------------- | --------------------------------------------------------------- |
+| `POST /api/chat`                       | Stream chat response via `runAgent()`. Wraps the AI SDK         |
+|                                        | `experimental_transform` with `applyImageGuarantee` so the      |
+|                                        | final message is patched to include any dropped figure refs.    |
+| `POST /api/ingest`                     | Synchronous text/markdown ingest.                               |
+| `POST /api/ingest/upload`              | Multipart upload. PDFs return `202` and run `runIngestJob` via  |
+|                                        | Next 15 `after()`. Per-document fingerprint mutex returns `409` |
+|                                        | on duplicate-in-flight.                                         |
+| `GET  /api/sources`                    | List documents with status + counts.                            |
+| `GET  /api/documents/[id]`             | Document details.                                               |
+| `DELETE /api/documents/[id]`           | Cascade-deletes chunks + document_images via FK.                |
+| `GET  /api/documents/[id]/status`      | Live ingest status for the polling UI.                          |
+| `GET  /api/documents/[id]/chunks`      | Per-chunk debug view.                                           |
+| `GET  /api/documents/[id]/original`    | Stream the original file bytes.                                 |
+| `GET  /api/documents/[id]/images`      | Metadata for page rasters + figure crops.                       |
+| `GET  /api/assets/[id]`                | Stream a single image (PNG, immutable cache).                   |
+| `GET  /api/settings` / `PATCH`         | Read or update overrides; invalidates the in-process cache.     |
+| `GET  /api/ollama/tags`                | Proxies `${baseUrl}/api/tags`. Accepts `?baseUrl=` override.    |
+
+### `packages/shared`
+
+Zod env loader, the `ResolvedSettings` type, and shared schemas (`Document`, `Chunk`, `RetrievalResult` with optional `imageRefs[]`, `IngestRequest`, `ChatMessage`).
+
+### `packages/db`
+
+Drizzle schema and queries (`packages/db/src/schema.ts`, `queries.ts`). Tables:
+
+- `documents` — source, title, MIME, original bytes (bytea), `ingest_status`, `pages_done`, `pages_total`, `extraction_method`.
+- `chunks` — content, embedding (vector), `image_ids` (uuid array, GIN-indexed), `page`.
+- `document_images` — page rasters and figure crops with bytea bytes, `summary`, and an HNSW-indexed `summary_embedding` (powers figure-only retrieval).
+- `app_settings` — singleton row (`CHECK id=1`) holding optional overrides.
+
+### `packages/rag`
+
+Domain logic. No HTTP, no React.
+
+| Module                | Role                                                           |
+| --------------------- | -------------------------------------------------------------- |
+| `chunker.ts`          | Recursive char-based splitter + `mergeAssetTokens` post-pass   |
+|                       | so `![alt](asset:UUID)` blocks survive chunk boundaries.       |
+| `embeddings.ts`       | `createEmbedder({ baseUrl, model })` — wraps the AI SDK +      |
+|                       | `ollama-ai-provider`. Normalizes `/api` suffix.                |
+| `pdf.ts`              | `extractPdfText` (legacy text path) + `ensurePdfjs` (lazy      |
+|                       | `configureUnPDF({ pdfjs: () => import('unpdf/pdfjs') })`).     |
+| `polyfills.ts`        | Side-effect module: installs `Promise.try` polyfill before     |
+|                       | unpdf's bundled pdfjs evaluates. Side-effect-imported by       |
+|                       | `pdf.ts`, `raster.ts`, `ingest-pdf.ts`.                        |
+| `raster.ts`           | `rasterizePage`, `resizeLongestEdge`, `cropByBbox` via         |
+|                       | `@napi-rs/canvas`. 8192 px input cap, 1 % bbox guard.          |
+| `vision.ts`           | `createVisionClient`, `ocrPage`, `detectFigures`,              |
+|                       | `summarizeFigure`. Defensive JSON parse for figure-detect.     |
+| `prompts.ts`          | OCR / figure-detect / summary prompts.                         |
+| `ingest.ts`           | Synchronous text ingest path.                                  |
+| `ingest-pdf.ts`       | The async vision-OCR job (`runIngestJob`).                     |
+| `retrieve.ts`         | HNSW ANN over `chunks.embedding`. Joins                        |
+|                       | `document_images` to attach `imageRefs[]` per result.          |
+| `retrieve-figures.ts` | HNSW ANN over `document_images.summary_embedding`. Powers      |
+|                       | the agent's `find_figure` tool.                                |
+| `util/sema.ts`        | Tiny FIFO semaphore. Caps page-level concurrency at 2.         |
+
+### `packages/agent`
+
+`runAgent()` builds the tool set and wraps the AI SDK `streamText` loop with `simulateStreaming: true` (works around an Ollama-provider tool-calling bug in AI SDK v4).
+
+Tools:
+
+- `search_kb` — semantic chunk search. Returns content + source + ordinal + optional `imageRefs[]`.
+- `find_figure` — figure-summary search. Returns pre-baked `assetMarkdown` strings (`![title (p.N)](asset:UUID)`) so small chat models can copy verbatim.
+- `fetch_doc` — full document by id.
+- `list_sources` — document list.
+
+The system prompt (`packages/agent/src/prompts.ts`) includes mandatory image-rendering rules and a few-shot example.
+
+---
+
+## Data flow — PDF upload to a queryable knowledge base
+
+```
+ ┌───────────────────────────────────────────────────────────────────────────┐
+ │                       POST /api/ingest/upload                              │
+ │                                                                            │
+ │  ┌───────────────┐    ┌────────────────────────┐                           │
+ │  │ multipart parse│ -> │ kind = pdf | text | md │                           │
+ │  └───────────────┘    └─────────┬──────────────┘                           │
+ │                                 │                                          │
+ │   PDF path                  text/md path                                   │
+ │  ───────────                ─────────────                                  │
+ │   fingerprint mutex          synchronous ingestDocument()                   │
+ │   insert documents row       chunkText -> embedBatch -> insert chunks      │
+ │   status='queued'            status='ready'                                │
+ │   202 + after(runJob)                                                      │
+ │     |                          |                                            │
+ └─────┼──────────────────────────┼────────────────────────────────────────────┘
+       │                          │
+       ▼                          ▼
+ ┌─────────────────────────┐    ┌───────────────────────────────┐
+ │     runIngestJob        │    │           Postgres             │
+ │ (packages/rag/ingest-pdf│    │   documents, chunks            │
+ │  .ts, fires off Next's  │    │   document_images, app_settings│
+ │  after() hook)          │    └───────────────────────────────┘
+ │                         │
+ │  status='rasterizing'   │   Vision flow per page (concurrency 2):
+ │  ensurePdfjs            │
+ │  loop pages:            │   ┌────────────────────────────────────┐
+ │    rasterizePage        │   │ 1. raster page (PNG) at scale 2.0  │
+ │    resize 1792 px       │──▶│    resize longest edge to 1792 px  │
+ │    ocrPage              │   │ 2. ocrPage  -> markdown            │
+ │    detectFigures        │   │ 3. detectFigures -> JSON [bbox+caps]│
+ │    for each fig:        │   │ 4. cropByBbox + summarizeFigure    │
+ │      crop, summarize,   │   │ 5. insert document_images          │
+ │      insert image       │   │    (kind='page' + kind='figure')   │
+ │      splice asset:UUID  │   │ 6. inject ![alt](asset:UUID) into  │
+ │    pages_done++         │   │    page markdown                   │
+ │                         │   └────────────────────────────────────┘
+ │  status='embedding'     │
+ │  combinedMd = pages.join│   Chunking + embedding:
+ │  chunkText (atomicity)  │
+ │  embedBatch chunks      │   ┌────────────────────────────────────┐
+ │  insert chunks (image_  │──▶│ chunkText with mergeAssetTokens    │
+ │    ids extracted)       │   │ post-pass keeps asset:UUID atomic  │
+ │  embedBatch summaries   │   │ embedBatch -> insert chunks        │
+ │  update summary_        │   │ embed each figure summary ->       │
+ │    embedding            │   │ document_images.summary_embedding  │
+ │  status='ready'         │   └────────────────────────────────────┘
+ │  extraction_method=     │
+ │  'vision'               │
+ └─────────────────────────┘
+```
+
+If anything throws after `getDocumentProxy` succeeds, the job catches, sets `status='failed'`, stores `ingest_error`, and (for "vision model not pulled" errors) falls back to the legacy text-extraction path so the document still ends `ready` with `extraction_method='text'`.
+
+---
+
+## Data flow — chat with image rendering
+
+```
+ ┌──────────────────────────────────────────────────────────────────────────────┐
+ │                              POST /api/chat                                   │
+ │                                                                               │
+ │  user message + history                                                       │
+ │     │                                                                         │
+ │     ▼                                                                         │
+ │  getSettings() ─────► chatModel, ragTopK, chatTemperature                     │
+ │     │                                                                         │
+ │     ▼                                                                         │
+ │  runAgent(streamText loop, max 5 steps, simulateStreaming)                    │
+ │     │     ┌────────────────────────────────────────────────────────┐         │
+ │     │     │  agent reasons. when user asks visually, calls         │         │
+ │     │     │  find_figure(query). otherwise calls search_kb.        │         │
+ │     │     │                                                        │         │
+ │     │     │  search_kb  -> retrieve.ts  -> ANN on chunks +         │         │
+ │     │     │                join document_images for imageRefs[]    │         │
+ │     │     │                                                        │         │
+ │     │     │  find_figure -> retrieve-figures.ts -> ANN on          │         │
+ │     │     │                document_images.summary_embedding       │         │
+ │     │     │                returns pre-baked assetMarkdown strings │         │
+ │     │     └────────────────────────────────────────────────────────┘         │
+ │     │                                                                         │
+ │     ▼                                                                         │
+ │  experimental_transform = createImageGuaranteeTransform({                    │
+ │     userMessage, toolResults                                                  │
+ │  })                                                                           │
+ │     │                                                                         │
+ │     │   buffers text-delta parts. on finish:                                  │
+ │     │     1. detect visual intent in user message (regex)                     │
+ │     │     2. collect figure UUIDs from findFigure + search_kb tool results    │
+ │     │     3. count UUIDs already present in assistant text                    │
+ │     │     4. if visual intent && missing UUIDs:                               │
+ │     │          append "**Related figure(s)**" block (cap 3)                   │
+ │     │     5. if STILL no asset: token && visual intent && candidates:         │
+ │     │          PREPEND top figure (hard fallback)                             │
+ │     │     6. log [chat] image_inject {reason, count}                          │
+ │     │                                                                         │
+ │     ▼                                                                         │
+ │  data-stream response to client                                               │
+ └────────────────────────────────────────┬────────────────────────────────────┘
+                                          │
+                                          ▼
+                       ┌──────────────────────────────────┐
+                       │     Browser (chat.tsx)           │
+                       │                                  │
+                       │  AssistantMessage renders via    │
+                       │  <ChatMarkdown> which uses       │
+                       │  react-markdown + remark-gfm.    │
+                       │                                  │
+                       │  urlTransform:                   │
+                       │   asset:UUID -> /api/assets/UUID │
+                       │   else delegate to default       │
+                       │   safelist (drops javascript:,   │
+                       │   data:, etc.)                   │
+                       │                                  │
+                       │  custom <img>: rounded card,     │
+                       │   wrapped in <a target=_blank>,  │
+                       │   onError -> text-danger fallback│
+                       └─────────────┬────────────────────┘
+                                     │
+                                     ▼
+                       GET /api/assets/<UUID>
+                       (Postgres bytea, immutable cache)
+```
+
+The image-render guarantee is enforced in three layers, exactly as the spec mandates:
+
+1. **System prompt** — agent is told to call `find_figure` on visual intent and to copy `![alt](asset:UUID)` markdown verbatim, with a few-shot example.
+2. **Server post-processor** — `applyImageGuarantee` appends a "Related figure(s)" block when visual intent is detected and tool results returned UUIDs the assistant dropped.
+3. **Hard fallback** — if the patched text still has zero `asset:UUID` tokens, the top-ranked figure is prepended unconditionally.
+
+A Vitest test in `apps/web/src/__tests__/chat-render.test.tsx` mounts `<ChatMarkdown>` with an `asset:UUID` message and asserts an `<img src="/api/assets/...">` element actually mounts in jsdom. Phase C of the rollout was gated on this test passing.
+
+---
+
+## Schema details (selected)
+
+```sql
+documents
+  id uuid PK
+  source / title / mime_type / bytes
+  original_content bytea               -- full upload
+  ingest_status text DEFAULT 'queued'  -- queued | rasterizing | ocr | embedding | ready | failed
+  pages_total int / pages_done int
+  extraction_method text DEFAULT 'text'-- 'text' | 'vision'
+  metadata jsonb / created_at
+
+chunks
+  id uuid PK / document_id FK CASCADE
+  ordinal / content / tokens
+  embedding vector(EMBEDDING_DIM)      -- HNSW cosine
+  image_ids uuid[]                     -- GIN-indexed; subset of document_images.id
+  page int                             -- 1-based source page (vision path)
+  metadata jsonb / created_at
+
+document_images
+  id uuid PK / document_id FK CASCADE
+  page int / ordinal int / kind text   -- 'page' | 'figure'
+  mime_type / width / height / bbox jsonb
+  bytes bytea                          -- PNG bytes
+  summary text                         -- 1-2 sentence vision-generated description
+  summary_embedding vector(EMBEDDING_DIM) -- HNSW cosine, powers find_figure
+  created_at
+
+app_settings
+  id integer PK CHECK (id = 1)         -- singleton
+  ollama_base_url / chat_model / embed_model / vision_model
+  chat_temperature real
+  rag_top_k / rag_chunk_size / rag_chunk_overlap
+  updated_at
+```
+
+---
+
+## Build, deploy, runtime
+
+- `pnpm` workspaces. Each package in `packages/*` has `composite: true` + project references and uses `tsc -b` so `pnpm --filter @app/web... build` is hermetic in a clean Docker container.
+- Container: `node:22-alpine`. The bundled pdfjs in `unpdf@1.6` calls `Promise.try`, which only landed in V8 13.0; Node 22.22 doesn't ship it, so `packages/rag/src/polyfills.ts` is side-effect-imported wherever pdfjs is loaded.
+- Compose orchestrates `postgres` + `migrate` + `web`. Ollama is **outside** the stack — point `OLLAMA_BASE_URL` at it.
+
+---
+
+## Telemetry
+
+Every state transition emits a single-line JSON log via `apps/web/src/lib/telemetry.ts`:
+
+```
+[ingest] {"event":"queued","documentId":"...","source":"...","fingerprint":"..."}
+[ingest] {"event":"job_start","documentId":"...","visionModel":"...","embedModel":"..."}
+[ingest] {"event":"page_done","documentId":"...","pagesDone":3,"pagesTotal":4}
+[ingest] {"event":"job_success","documentId":"..."}
+[chat]   {"event":"request","chatModel":"...","topK":6,"temperature":0.2}
+[chat]   {"event":"image_inject","reason":"related_block","count":1}
+```
+
+Grep-friendly. Plain `docker logs rag-web | grep '\[chat\]'` is enough to see what the agent is doing.
+
+---
+
+## Where to look next
+
+| You want to                              | Read                                                                 |
+| ---------------------------------------- | -------------------------------------------------------------------- |
+| Run it                                   | [`README.md`](./README.md)                                            |
+| Understand the v1.0.0 design + rationale | [`spec/1.0.0/pdfupload.md`](./spec/1.0.0/pdfupload.md)                |
+| Add a tool to the agent                  | `packages/agent/src/tools.ts`                                         |
+| Tune the chunker                         | `packages/rag/src/chunker.ts`                                         |
+| Change the chat UI                       | `apps/web/src/components/{chat,markdown}.tsx`                         |
+| Add a setting                            | schema (`packages/db/src/schema.ts`) + resolver (`apps/web/src/lib/settings.ts`) + form (`apps/web/src/components/settings-form.tsx`) |
diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000..dc0d90c
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,14 @@
+# Changelog
+
+All notable changes to this project will be documented here. Format follows
+[Keep a Changelog](https://keepachangelog.com/en/1.1.0/), versioning follows
+[SemVer](https://semver.org/).
+
+## [Unreleased]
+
+### Added
+- Initial monorepo skeleton: pnpm workspaces, Next.js 15 web app, Drizzle +
+  pgvector DB package, RAG primitives, Vercel AI SDK agent with `search_kb`,
+  `fetch_doc`, `list_sources` tools.
+- Docker Compose stack for Postgres (pgvector) and Ollama.
+- Spec docs under `spec/`, gitflow contributing guide, CI workflow.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..1fc68ee
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,90 @@
+# Contributing
+
+Thanks for your interest. This project follows a lightweight **gitflow**
+model with conventional commits.
+
+## Branching model (gitflow)
+
+| Branch             | Purpose                                              | Lifetime    |
+| ------------------ | ---------------------------------------------------- | ----------- |
+| `main`             | Production-ready. Tagged releases live here.         | Permanent   |
+| `develop`          | Integration branch for the next release.             | Permanent   |
+| `feature/<slug>`   | New features. Branch from `develop`, PR into `develop`. | Short-lived |
+| `fix/<slug>`       | Non-urgent bug fixes. Same flow as features.         | Short-lived |
+| `release/<x.y.z>`  | Stabilize a release. Branch from `develop`, merge to both `main` and `develop`. Tag from `main`. | Short-lived |
+| `hotfix/<slug>`    | Urgent prod fix. Branch from `main`, merge to both `main` and `develop`. | Short-lived |
+
+### Typical feature flow
+```bash
+git checkout develop && git pull
+git checkout -b feature/citations-ui
+# ...commits...
+git push -u origin feature/citations-ui
+gh pr create --base develop --title "feat(web): render citations as cards"
+```
+
+### Release flow
+```bash
+git checkout develop && git pull
+git checkout -b release/0.2.0
+# bump versions, finalize CHANGELOG, last-mile fixes
+git checkout main && git merge --no-ff release/0.2.0
+git tag -a v0.2.0 -m "v0.2.0"
+git checkout develop && git merge --no-ff release/0.2.0
+git push --all && git push --tags
+```
+
+### Hotfix flow
+```bash
+git checkout main && git pull
+git checkout -b hotfix/embed-dim-crash
+# fix + bump patch version
+git checkout main && git merge --no-ff hotfix/embed-dim-crash && git tag v0.2.1
+git checkout develop && git merge --no-ff hotfix/embed-dim-crash
+```
+
+## Commit messages — Conventional Commits
+
+```
+<type>(<scope>): <subject>
+
+[optional body]
+[optional footer(s)]
+```
+
+Types: `feat`, `fix`, `chore`, `docs`, `refactor`, `perf`, `test`, `build`, `ci`.
+Common scopes: `web`, `agent`, `rag`, `db`, `shared`, `infra`, `ci`.
+
+Examples:
+- `feat(agent): add fetch_doc tool`
+- `fix(rag): clamp chunk overlap to chunk size`
+- `chore(infra): bump pgvector image to pg16`
+
+## Pull request checklist
+
+- [ ] Branched from `develop` (or `main` for hotfixes)
+- [ ] `pnpm typecheck` passes
+- [ ] `pnpm lint` passes
+- [ ] `pnpm test` passes (when tests exist)
+- [ ] Updated relevant `spec/` doc if behavior or contract changed
+- [ ] Added a migration if schema changed (`pnpm --filter @app/db generate`)
+- [ ] Manual smoke test described in PR body
+
+## Local dev
+
+See `README.md` § Quickstart. Copy `.env.example` to `.env`, run
+`pnpm stack:up`, `pnpm ollama:pull`, `pnpm db:migrate`, then `pnpm dev`.
+
+## Code style
+
+- Prettier (`pnpm format`) — run before pushing.
+- ESLint flat config at the root; per-package overrides allowed.
+- TypeScript strict mode is non-negotiable; prefer `unknown` over `any`.
+- Validate every external boundary with zod (HTTP bodies, env, tool inputs).
+
+## Reporting issues
+
+Use the issue template under `.github/ISSUE_TEMPLATE`. Include:
+- What you ran, what you expected, what happened.
+- Versions: Node, pnpm, Docker, OS.
+- Relevant logs (`pnpm stack:logs`).
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..9ab6baa
--- /dev/null
+++ b/README.md
@@ -0,0 +1,164 @@
+# Agentic RAG
+
+A local-first agentic RAG application that turns your PDFs into a searchable, image-aware knowledge base. The chat agent decides when to retrieve, cites its sources, and renders matching figures inline.
+
+> Read the full design + flow in **[ARCHITECTURE.md](./ARCHITECTURE.md)**.
+
+**Stack:** Next.js 15 · React 19 · TypeScript · Tailwind v4 · Postgres + pgvector · Ollama (chat + embeddings + vision) · Vercel AI SDK · Drizzle ORM · Docker Compose · pnpm workspaces.
+
+---
+
+## Highlights
+
+- **Vision-OCR PDF ingest** — every page is rasterized and sent to a local vision model (`gemma3:4b` by default) which returns clean Markdown plus bounding-boxed figures. Crops are summarized, embedded, and made searchable alongside text chunks.
+- **Image-aware chat** — the agent has a dedicated `findFigure` tool searching figure-summary embeddings directly. Replies render the matching figure inline (`<img src="/api/assets/...">`); a three-layer guarantee (system prompt + post-processor + hard fallback) ensures the image actually shows up.
+- **Settings page** — change Ollama base URL, chat / embed / vision models, temperature, and RAG knobs at runtime. Model fields are dropdowns auto-populated from `/api/tags`. Database overrides win over `.env` defaults.
+- **Modern light UI** — sticky topbar + sidebar, generous whitespace, indigo accent, `react-markdown` + GFM in the chat.
+- **Async ingest with progress** — uploads return `202` immediately and run via Next 15 `after()`. The Documents page polls `/api/documents/[id]/status` and shows a progress bar.
+- **Local-first by default** — Postgres runs in Compose; Ollama lives wherever you point it (LAN, localhost, or remote). No third-party data exfiltration.
+
+---
+
+## Repository layout
+
+```
+apps/
+  web/                    Next.js 15 app — UI + API routes + Vitest tests
+packages/
+  shared/                 zod schemas, env loader, ResolvedSettings type
+  db/                     Drizzle schema + queries + migrations
+  rag/                    chunker, embedder, ingest, retrieve, vision, raster
+  agent/                  Vercel AI SDK agent + tools (search_kb, find_figure, ...)
+docker/postgres/          DB init SQL (pgvector + pg_trgm extensions)
+scripts/                  dev helpers (e.g. ollama-pull.sh)
+spec/1.0.0/               design contract for the v1.0.0 vision-OCR feature
+ARCHITECTURE.md           system architecture + ASCII diagram
+```
+
+---
+
+## Quickstart
+
+### 1. Prerequisites
+
+- Docker Desktop (or compatible) with Compose v2
+- Node.js ≥ 22 (the bundled `unpdf` pdfjs uses `Promise.try`; a polyfill ships in `@app/rag` for older runtimes)
+- pnpm ≥ 10 (`corepack enable && corepack prepare pnpm@latest --activate`)
+- Ollama running somewhere reachable, with at least these tags pulled:
+  - chat: `llama3.1:8b` (or any chat model)
+  - embed: `nomic-embed-text`
+  - vision: `gemma3:4b` (or any multimodal model)
+
+### 2. Bootstrap
+
+```bash
+git clone <repo-url> agentic-rag-app
+cd agentic-rag-app
+cp .env.example .env       # then edit OLLAMA_BASE_URL if Ollama is remote
+pnpm install
+```
+
+### 3. Start the stack
+
+```bash
+docker compose up -d --build
+```
+
+Brings up:
+
+1. `postgres` (pgvector/pg16) with `vector` + `pg_trgm`
+2. `migrate` — applies Drizzle migrations, then exits
+3. `web` — Next.js, listening on http://localhost:3000
+
+The `web` service waits for `migrate` to complete, so the app is functional the moment it starts accepting connections.
+
+> **Ollama is intentionally NOT in the Compose stack.** Run it on the host or a LAN box and point `OLLAMA_BASE_URL` at it. This avoids container-on-container GPU acrobatics and lets you share one Ollama across projects.
+
+### 4. Open the app
+
+http://localhost:3000
+
+- **Chat** (`/`) — ask questions; the agent retrieves and cites.
+- **Documents** (`/documents`) — drag-and-drop upload (`txt` / `md` / `pdf`), live ingest progress, per-doc detail with original / chunks / pages tabs.
+- **Settings** (`/settings`) — pick models, set the Ollama URL, tune RAG.
+
+### 5. Ingest a PDF
+
+```bash
+curl -X POST http://localhost:3000/api/ingest/upload \
+  -F "file=@./paper.pdf"
+# -> 202 {"documentId":"...","kind":"pdf","queued":true}
+```
+
+Then poll status (or just watch the Documents page):
+
+```bash
+DOC=...   # documentId from the response
+curl -s http://localhost:3000/api/documents/$DOC/status | jq
+```
+
+Once `status: "ready"`, ask the chat: *"Show me the chart on page 2"* — the assistant calls `findFigure`, finds the matching figure, and renders it inline.
+
+### Local-dev variant (host-side Next, faster inner loop)
+
+```bash
+docker compose up -d postgres migrate
+pnpm dev   # http://localhost:3000
+```
+
+---
+
+## Common scripts
+
+| Command                | What it does                                        |
+| ---------------------- | --------------------------------------------------- |
+| `pnpm dev`             | Run Next dev server (host-side)                     |
+| `pnpm build`           | Build all workspace packages                        |
+| `pnpm typecheck`       | TS check across the workspace                       |
+| `pnpm lint`            | Lint all packages                                   |
+| `pnpm format`          | Prettier write across the repo                      |
+| `pnpm test`            | Run vitest in `@app/web` and `@app/rag`             |
+| `pnpm stack:up`        | `docker compose up -d`                              |
+| `pnpm stack:down`      | Tear down the stack                                 |
+| `pnpm db:migrate`      | Apply Drizzle migrations                            |
+| `pnpm db:studio`       | Open drizzle-kit studio                             |
+| `pnpm ollama:pull`     | Pull configured chat + embedding + vision models    |
+
+---
+
+## Environment variables
+
+The `.env` file is the **bootstrap default**. The `app_settings` row in Postgres overlays it — set values via `/settings` and they persist without restart.
+
+| Var                  | Default                                   | Settings page? |
+| -------------------- | ----------------------------------------- | -------------- |
+| `DATABASE_URL`       | `postgres://rag:rag@localhost:5432/rag`   | no (env-only)  |
+| `OLLAMA_BASE_URL`    | `http://localhost:11434`                  | yes            |
+| `OLLAMA_CHAT_MODEL`  | `llama3.1:8b`                             | yes            |
+| `OLLAMA_EMBED_MODEL` | `nomic-embed-text`                        | yes            |
+| `OLLAMA_VISION_MODEL`| `gemma3:4b`                               | yes            |
+| `EMBEDDING_DIM`      | `768` (must match the embed model)        | no (env-only)  |
+| `RAG_CHUNK_SIZE`     | `800`                                     | yes (advanced) |
+| `RAG_CHUNK_OVERLAP`  | `120`                                     | yes (advanced) |
+| `RAG_TOP_K`          | `6`                                       | yes (advanced) |
+
+> Switching `OLLAMA_EMBED_MODEL` to one with a different vector size requires a re-embed (re-upload affected docs). The settings page warns inline.
+
+---
+
+## Documentation
+
+- **[ARCHITECTURE.md](./ARCHITECTURE.md)** — components, data flow, ingest + chat sequence, ASCII diagram
+- `spec/1.0.0/pdfupload.md` — design contract for the vision-OCR + image-render feature
+- `CHANGELOG.md` — version history
+- `CONTRIBUTING.md` — branching model + commit conventions
+
+---
+
+## Contributing
+
+See [`CONTRIBUTING.md`](./CONTRIBUTING.md). Branches follow a gitflow-ish model: `feature/*` → `release-x.y.z` → `main`.
+
+## License
+
+Apache-2.0 — see [`LICENSE`](./LICENSE).
diff --git a/apps/web/.eslintrc.json b/apps/web/.eslintrc.json
new file mode 100644
index 0000000..bffb357
--- /dev/null
+++ b/apps/web/.eslintrc.json
@@ -0,0 +1,3 @@
+{
+  "extends": "next/core-web-vitals"
+}
diff --git a/apps/web/Dockerfile b/apps/web/Dockerfile
new file mode 100644
index 0000000..b9a582f
--- /dev/null
+++ b/apps/web/Dockerfile
@@ -0,0 +1,47 @@
+# syntax=docker/dockerfile:1.7
+FROM node:22-alpine AS base
+ENV PNPM_HOME=/pnpm
+ENV PATH=$PNPM_HOME:$PATH
+RUN corepack enable
+
+# ---- Deps (full workspace install, used by builder + migrate) ----
+FROM base AS deps
+WORKDIR /repo
+COPY package.json pnpm-workspace.yaml pnpm-lock.yaml* ./
+COPY apps/web/package.json apps/web/package.json
+COPY packages/shared/package.json packages/shared/package.json
+COPY packages/db/package.json packages/db/package.json
+COPY packages/rag/package.json packages/rag/package.json
+COPY packages/agent/package.json packages/agent/package.json
+RUN --mount=type=cache,id=pnpm,target=/pnpm/store pnpm install --frozen-lockfile=false
+
+# ---- Migrate (one-shot, runs Drizzle migrations against $DATABASE_URL) ----
+# Copy the entire deps tree (root + per-package node_modules with pnpm
+# symlinks) before overlaying source.
+FROM base AS migrate
+WORKDIR /repo
+COPY --from=deps /repo ./
+COPY . .
+WORKDIR /repo/packages/db
+CMD ["pnpm", "exec", "tsx", "src/migrate.ts"]
+
+# ---- Builder ----
+FROM base AS builder
+WORKDIR /repo
+COPY --from=deps /repo ./
+COPY . .
+RUN pnpm --filter @app/web... build
+
+# ---- Runtime (Next.js standalone) ----
+FROM node:22-alpine AS runner
+WORKDIR /app
+ENV NODE_ENV=production
+ENV PORT=3000
+ENV HOSTNAME=0.0.0.0
+RUN addgroup -S app && adduser -S app -G app
+COPY --from=builder --chown=app:app /repo/apps/web/.next/standalone ./
+COPY --from=builder --chown=app:app /repo/apps/web/.next/static ./apps/web/.next/static
+COPY --from=builder --chown=app:app /repo/apps/web/public ./apps/web/public
+USER app
+EXPOSE 3000
+CMD ["node", "apps/web/server.js"]
diff --git a/apps/web/instrumentation.ts b/apps/web/instrumentation.ts
new file mode 100644
index 0000000..4d1dacd
--- /dev/null
+++ b/apps/web/instrumentation.ts
@@ -0,0 +1,14 @@
+// Polyfill Promise.try for environments below Node 22.
+// unpdf@1.6 ships pdfjs that calls Promise.try; without this the ingest
+// job throws `TypeError: Promise.try is not a function` on Node ≤ 21.
+export function register() {
+  if (typeof Promise.try !== 'function') {
+    // @ts-expect-error - assigning the polyfill
+    Promise.try = function tryPolyfill<T>(fn: () => T | PromiseLike<T>, ...args: unknown[]) {
+      return new Promise<T>((resolve) => {
+        // @ts-expect-error - relay extra args verbatim
+        resolve(fn(...args));
+      });
+    };
+  }
+}
diff --git a/apps/web/next-env.d.ts b/apps/web/next-env.d.ts
new file mode 100644
index 0000000..830fb59
--- /dev/null
+++ b/apps/web/next-env.d.ts
@@ -0,0 +1,6 @@
+/// <reference types="next" />
+/// <reference types="next/image-types/global" />
+/// <reference path="./.next/types/routes.d.ts" />
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/app/api-reference/config/typescript for more information.
diff --git a/apps/web/next.config.mjs b/apps/web/next.config.mjs
new file mode 100644
index 0000000..a77e637
--- /dev/null
+++ b/apps/web/next.config.mjs
@@ -0,0 +1,41 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  output: 'standalone',
+  transpilePackages: ['@app/shared', '@app/db', '@app/rag', '@app/agent'],
+  serverExternalPackages: ['postgres', '@napi-rs/canvas', 'unpdf'],
+  webpack: (config, { isServer }) => {
+    // Workspace packages are TS source written in NodeNext style
+    // (`./foo.js` imports that resolve to `./foo.ts`). Teach webpack the
+    // same alias so `transpilePackages` can bundle them.
+    config.resolve.extensionAlias = {
+      ...(config.resolve.extensionAlias ?? {}),
+      '.js': ['.ts', '.tsx', '.js'],
+      '.mjs': ['.mts', '.mjs'],
+    };
+    if (isServer) {
+      // @napi-rs/canvas pulls in a native .node binary that webpack can't
+      // bundle. unpdf's pdfjs subpath dynamically imports the full pdfjs
+      // build at runtime — let Node resolve both natively.
+      const externals = Array.isArray(config.externals)
+        ? config.externals
+        : [config.externals].filter(Boolean);
+      config.externals = [
+        ...externals,
+        ({ request }, callback) => {
+          if (
+            request === '@napi-rs/canvas' ||
+            request?.startsWith('@napi-rs/canvas/') ||
+            request === 'unpdf' ||
+            request?.startsWith('unpdf/')
+          ) {
+            return callback(null, `commonjs ${request}`);
+          }
+          callback();
+        },
+      ];
+    }
+    return config;
+  },
+};
+
+export default nextConfig;
diff --git a/apps/web/package.json b/apps/web/package.json
new file mode 100644
index 0000000..5029a81
--- /dev/null
+++ b/apps/web/package.json
@@ -0,0 +1,45 @@
+{
+  "name": "@app/web",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "scripts": {
+    "dev": "next dev -p 3000",
+    "build": "next build",
+    "start": "next start -p 3000",
+    "lint": "next lint",
+    "typecheck": "tsc -p tsconfig.json --noEmit",
+    "test:web": "vitest run"
+  },
+  "dependencies": {
+    "@app/agent": "workspace:*",
+    "@app/db": "workspace:*",
+    "@app/rag": "workspace:*",
+    "@app/shared": "workspace:*",
+    "@tailwindcss/postcss": "^4.2.4",
+    "ai": "catalog:",
+    "drizzle-orm": "catalog:",
+    "next": "^15.1.4",
+    "unpdf": "^1.6.0",
+    "@napi-rs/canvas": "^0.1.85",
+    "ollama-ai-provider": "catalog:",
+    "postcss": "^8.5.10",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0",
+    "react-markdown": "^9.0.1",
+    "remark-gfm": "^4.0.0",
+    "tailwindcss": "^4.2.4",
+    "zod": "catalog:"
+  },
+  "devDependencies": {
+    "@testing-library/jest-dom": "^6.6.3",
+    "@testing-library/react": "^16.1.0",
+    "@types/react": "^19.0.7",
+    "@types/react-dom": "^19.0.3",
+    "@vitejs/plugin-react": "^4.3.4",
+    "eslint-config-next": "^15.1.4",
+    "jsdom": "^25.0.1",
+    "typescript": "catalog:",
+    "vitest": "^2.1.8"
+  }
+}
diff --git a/apps/web/postcss.config.mjs b/apps/web/postcss.config.mjs
new file mode 100644
index 0000000..a34a3d5
--- /dev/null
+++ b/apps/web/postcss.config.mjs
@@ -0,0 +1,5 @@
+export default {
+  plugins: {
+    '@tailwindcss/postcss': {},
+  },
+};
diff --git a/apps/web/public/.gitkeep b/apps/web/public/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/apps/web/src/__tests__/chat-render.test.tsx b/apps/web/src/__tests__/chat-render.test.tsx
new file mode 100644
index 0000000..9e15d91
--- /dev/null
+++ b/apps/web/src/__tests__/chat-render.test.tsx
@@ -0,0 +1,66 @@
+import { describe, expect, it, beforeAll, afterAll, vi } from 'vitest';
+import { render, screen } from '@testing-library/react';
+import { ChatMarkdown } from '@/components/markdown';
+
+const ONE_BY_ONE_PNG = Buffer.from(
+  'iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNkAAIAAAUAAeImBZsAAAAASUVORK5CYII=',
+  'base64',
+);
+
+const realFetch = globalThis.fetch;
+
+beforeAll(() => {
+  // Intercept asset URLs and reply with a 1x1 PNG.
+  globalThis.fetch = vi.fn(async (input: RequestInfo | URL) => {
+    const url =
+      typeof input === 'string'
+        ? input
+        : input instanceof URL
+        ? input.toString()
+        : input.url;
+    if (url.includes('/api/assets/')) {
+      return new Response(ONE_BY_ONE_PNG, {
+        status: 200,
+        headers: { 'Content-Type': 'image/png' },
+      });
+    }
+    return new Response('not found', { status: 404 });
+  }) as typeof fetch;
+});
+
+afterAll(() => {
+  globalThis.fetch = realFetch;
+});
+
+describe('ChatMarkdown', () => {
+  it('rewrites asset:UUID into /api/assets/UUID and renders an <img>', () => {
+    const md = '![chart](asset:00000000-0000-4000-8000-000000000001)';
+    render(<ChatMarkdown>{md}</ChatMarkdown>);
+    const img = screen.getByRole('img', { name: 'chart' }) as HTMLImageElement;
+    expect(img).toBeInTheDocument();
+    expect(img.src.endsWith('/api/assets/00000000-0000-4000-8000-000000000001')).toBe(
+      true,
+    );
+  });
+
+  it('drops javascript: URLs via react-markdown default safelist', () => {
+    const md = '[bad](javascript:alert(1))';
+    const { container } = render(<ChatMarkdown>{md}</ChatMarkdown>);
+    const anchors = container.querySelectorAll('a');
+    for (const a of Array.from(anchors)) {
+      expect(a.getAttribute('href') ?? '').not.toMatch(/^javascript:/i);
+    }
+  });
+
+  it('drops asset URIs whose UUID does not match the strict regex', () => {
+    const md = '![bad](asset:not-a-uuid)';
+    const { container } = render(<ChatMarkdown>{md}</ChatMarkdown>);
+    const imgs = container.querySelectorAll('img');
+    for (const img of Array.from(imgs)) {
+      // Strict-UUID rejection causes urlTransform to return '' which makes
+      // react-markdown skip the image entirely. If any img made it through,
+      // it must NOT carry the bad URI.
+      expect(img.getAttribute('src') ?? '').not.toContain('not-a-uuid');
+    }
+  });
+});
diff --git a/apps/web/src/__tests__/image-guarantee.test.ts b/apps/web/src/__tests__/image-guarantee.test.ts
new file mode 100644
index 0000000..feaa9ef
--- /dev/null
+++ b/apps/web/src/__tests__/image-guarantee.test.ts
@@ -0,0 +1,143 @@
+import { describe, expect, it } from 'vitest';
+import {
+  applyImageGuarantee,
+  type ToolCallRecord,
+} from '@/lib/image-guarantee';
+
+const UUID_A = '11111111-1111-4111-8111-111111111111';
+const UUID_B = '22222222-2222-4222-8222-222222222222';
+const UUID_C = '33333333-3333-4333-8333-333333333333';
+const UUID_D = '44444444-4444-4444-8444-444444444444';
+
+function findFigureCall(
+  figures: Array<{ id: string; page: number; title?: string; source?: string }>,
+): ToolCallRecord {
+  return {
+    toolName: 'findFigure',
+    args: {},
+    result: {
+      figures: figures.map((f) => ({
+        assetMarkdown: `![${f.title ?? 'figure'} (p.${f.page})](asset:${f.id})`,
+        page: f.page,
+        title: f.title ?? null,
+        source: f.source ?? 'doc.pdf',
+        summary: 'a thing',
+        score: 0.9,
+      })),
+    },
+  };
+}
+
+describe('applyImageGuarantee', () => {
+  it('no-ops on neutral question', () => {
+    const out = applyImageGuarantee('The chunk size is 800.', {
+      userMessage: 'what is the chunk size?',
+      toolCalls: [findFigureCall([{ id: UUID_A, page: 3 }])],
+    });
+    expect(out.injected.reason).toBe('none');
+    expect(out.patched).toBe('The chunk size is 800.');
+  });
+
+  it('no-ops when no candidates exist (no tool calls returned figures)', () => {
+    const out = applyImageGuarantee('Sure.', {
+      userMessage: 'show me the chart',
+      toolCalls: [],
+    });
+    expect(out.injected.reason).toBe('none');
+  });
+
+  it('appends related-block on visual intent + missing ids', () => {
+    const text = 'Here is the answer.';
+    const out = applyImageGuarantee(text, {
+      userMessage: 'show me the chart',
+      toolCalls: [
+        findFigureCall([
+          { id: UUID_A, page: 2, title: 'doc.pdf' },
+          { id: UUID_B, page: 4, title: 'doc.pdf' },
+        ]),
+      ],
+    });
+    expect(out.injected.reason).toBe('related_block');
+    expect(out.injected.count).toBe(2);
+    expect(out.patched).toContain('Related figure(s)');
+    expect(out.patched).toContain(`asset:${UUID_A}`);
+    expect(out.patched).toContain(`asset:${UUID_B}`);
+  });
+
+  it('hard-fallback prepends top candidate when text has zero asset tokens after related-block could not run', () => {
+    // Force the related-block path to be skipped by making rendered === all candidates.
+    // Easier: simulate visualIntent with candidates but text already missing them all,
+    // and explicitly trip hard-fallback by returning empty buffered text from the agent.
+    const text = '';
+    const out = applyImageGuarantee(text, {
+      userMessage: 'show me the diagram',
+      toolCalls: [findFigureCall([{ id: UUID_A, page: 1, title: 'doc.pdf' }])],
+    });
+    // Related-block fires first (text was empty, missing has 1) — count=1, reason='related_block'.
+    // Then check: stillRendered set has 1 entry now from the related-block, so hard-fallback
+    // SHOULD NOT fire. The hard-fallback only fires when stillRendered.size === 0.
+    expect(out.injected.reason).toBe('related_block');
+    expect(out.patched).toContain(`asset:${UUID_A}`);
+  });
+
+  it('hard-fallback prepends top candidate when related-block did not fire (no visual missing)', () => {
+    // Construct a case where visualIntent is true, candidates exist, but somehow
+    // text has zero asset tokens AND related-block was bypassed because all
+    // candidates were already "rendered" (impossible normally — but we fake it
+    // by not having a related-block path: zero candidates? no). Instead, a
+    // pragmatic case: text contains a fake non-matching asset token won't help.
+    //
+    // The real pure hard-fallback only fires if patched still has zero asset tokens
+    // after related-block, which requires related-block didn't append anything.
+    // Easy way: text already lists every candidate, so missing=[] (no related-block),
+    // text still has tokens, so hard-fallback won't fire either. That's correct.
+    const out = applyImageGuarantee(`Already shown ![](asset:${UUID_A})`, {
+      userMessage: 'show me the diagram',
+      toolCalls: [findFigureCall([{ id: UUID_A, page: 1 }])],
+    });
+    expect(out.injected.reason).toBe('none');
+  });
+
+  it('caps related-block at 3 figures', () => {
+    const out = applyImageGuarantee('answer', {
+      userMessage: 'show me figures',
+      toolCalls: [
+        findFigureCall([
+          { id: UUID_A, page: 1 },
+          { id: UUID_B, page: 2 },
+          { id: UUID_C, page: 3 },
+          { id: UUID_D, page: 4 },
+        ]),
+      ],
+    });
+    expect(out.injected.reason).toBe('related_block');
+    expect(out.injected.count).toBe(3);
+    expect(out.patched).toContain(`asset:${UUID_A}`);
+    expect(out.patched).toContain(`asset:${UUID_B}`);
+    expect(out.patched).toContain(`asset:${UUID_C}`);
+    expect(out.patched).not.toContain(`asset:${UUID_D}`);
+  });
+
+  it('extracts candidates from search_kb imageRefs', () => {
+    const out = applyImageGuarantee('here', {
+      userMessage: 'show me the chart',
+      toolCalls: [
+        {
+          toolName: 'search_kb',
+          args: {},
+          result: {
+            results: [
+              {
+                source: 'doc.pdf',
+                title: 'doc.pdf',
+                imageRefs: [{ id: UUID_A, page: 5, summary: 'x' }],
+              },
+            ],
+          },
+        },
+      ],
+    });
+    expect(out.injected.reason).toBe('related_block');
+    expect(out.patched).toContain(`asset:${UUID_A}`);
+  });
+});
diff --git a/apps/web/src/__tests__/setup.ts b/apps/web/src/__tests__/setup.ts
new file mode 100644
index 0000000..bb02c60
--- /dev/null
+++ b/apps/web/src/__tests__/setup.ts
@@ -0,0 +1 @@
+import '@testing-library/jest-dom/vitest';
diff --git a/apps/web/src/app/api/assets/[id]/route.ts b/apps/web/src/app/api/assets/[id]/route.ts
new file mode 100644
index 0000000..190d5b8
--- /dev/null
+++ b/apps/web/src/app/api/assets/[id]/route.ts
@@ -0,0 +1,61 @@
+import { NextResponse } from 'next/server';
+import { z } from 'zod';
+import { eq } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+// D3e: explicit UUID-shape check before any DB work. 400 with a stable error
+// code so the chat UI's <img onError> path doesn't have to disambiguate
+// "404 missing row" from "client built a bad URL".
+const UUID_RE = /^[0-9a-f-]{36}$/i;
+const ParamsSchema = z.object({ id: z.string().regex(UUID_RE) });
+
+export async function GET(_req: Request, ctx: { params: Promise<{ id: string }> }) {
+  const params = await ctx.params;
+  if (!UUID_RE.test(params.id)) {
+    return NextResponse.json({ error: 'invalid_id' }, { status: 400 });
+  }
+  const parsed = ParamsSchema.safeParse(params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'invalid_id' }, { status: 400 });
+  }
+
+  const db = getDb();
+  const [row] = await db
+    .select({
+      id: schema.documentImages.id,
+      mimeType: schema.documentImages.mimeType,
+      bytes: schema.documentImages.bytes,
+    })
+    .from(schema.documentImages)
+    .where(eq(schema.documentImages.id, parsed.data.id))
+    .limit(1);
+
+  if (!row) {
+    return new NextResponse(null, { status: 404 });
+  }
+
+  const buf = Buffer.isBuffer(row.bytes)
+    ? row.bytes
+    : Buffer.from(row.bytes as unknown as Uint8Array);
+
+  // Wrap into a fresh Uint8Array (plain ArrayBuffer) → Blob, the way
+  // /api/documents/[id]/original does, so newer @types/node + lib.dom
+  // accept it as a BlobPart. Body must be raw bytes, not base64.
+  const fresh = new Uint8Array(buf.byteLength);
+  fresh.set(buf);
+  const mime = row.mimeType ?? 'image/png';
+  const body = new Blob([fresh], { type: mime });
+
+  return new NextResponse(body, {
+    status: 200,
+    headers: {
+      'Content-Type': mime,
+      'Content-Length': String(buf.byteLength),
+      'Cache-Control': 'public, max-age=31536000, immutable',
+      ETag: `"${row.id}"`,
+    },
+  });
+}
diff --git a/apps/web/src/app/api/chat/route.ts b/apps/web/src/app/api/chat/route.ts
new file mode 100644
index 0000000..3906938
--- /dev/null
+++ b/apps/web/src/app/api/chat/route.ts
@@ -0,0 +1,126 @@
+import { NextRequest } from 'next/server';
+import { z } from 'zod';
+import type { TextStreamPart } from 'ai';
+import { runAgent, type AgentTools } from '@app/agent';
+import { getEmbedder } from '@/lib/embedder';
+import { getSettings } from '@/lib/settings';
+import {
+  applyImageGuarantee,
+  type ToolCallRecord,
+} from '@/lib/image-guarantee';
+import { logChat } from '@/lib/telemetry';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+const BodySchema = z.object({
+  messages: z.array(
+    z.object({
+      role: z.enum(['system', 'user', 'assistant']),
+      content: z.string(),
+    }),
+  ),
+});
+
+export async function POST(req: NextRequest) {
+  // D7: read live settings (DB overlays env). Switching chatModel / topK /
+  // temperature in /settings now actually takes effect for the next request.
+  const settings = await getSettings();
+  const embedder = getEmbedder();
+  const body = BodySchema.parse(await req.json());
+
+  // Capture last user message for visual-intent detection.
+  const lastUser = [...body.messages].reverse().find((m) => m.role === 'user');
+  const userMessage = lastUser?.content ?? '';
+
+  // Tool-call ledger populated via onStepFinish; consumed by the
+  // experimental_transform on `finish` to apply applyImageGuarantee.
+  const toolCalls: ToolCallRecord[] = [];
+
+  // Buffer all text-delta parts; on finish, replace them with the patched body.
+  // This is sound because the agent runs with simulateStreaming: true — text
+  // is delivered as a single batch after tool-use settles, so buffering is lossless.
+  const guaranteeTransform = (): TransformStream<
+    TextStreamPart<AgentTools>,
+    TextStreamPart<AgentTools>
+  > => {
+    let buffered = '';
+    return new TransformStream({
+      transform(chunk, controller) {
+        if (chunk.type === 'text-delta') {
+          buffered += chunk.textDelta;
+          // Swallow text-deltas; we re-emit a single patched delta on finish.
+          return;
+        }
+        if (chunk.type === 'finish' || chunk.type === 'step-finish') {
+          if (buffered.length > 0) {
+            const { patched, injected } = applyImageGuarantee(buffered, {
+              userMessage,
+              toolCalls,
+            });
+            if (injected.reason !== 'none') {
+              logChat({ event: 'image_inject', ...injected });
+            }
+            controller.enqueue({
+              type: 'text-delta',
+              textDelta: patched,
+            } as TextStreamPart<AgentTools>);
+            buffered = '';
+          }
+        }
+        controller.enqueue(chunk);
+      },
+      flush(controller) {
+        if (buffered.length > 0) {
+          const { patched, injected } = applyImageGuarantee(buffered, {
+            userMessage,
+            toolCalls,
+          });
+          if (injected.reason !== 'none') {
+            logChat({ event: 'image_inject', ...injected });
+          }
+          controller.enqueue({
+            type: 'text-delta',
+            textDelta: patched,
+          } as TextStreamPart<AgentTools>);
+        }
+      },
+    });
+  };
+
+  logChat({
+    event: 'request',
+    chatModel: settings.chatModel,
+    topK: settings.ragTopK,
+    temperature: settings.chatTemperature,
+  });
+
+  const result = runAgent({
+    baseURL: settings.ollamaBaseUrl,
+    chatModel: settings.chatModel,
+    temperature: settings.chatTemperature,
+    messages: body.messages,
+    toolDeps: { embedder, defaultTopK: settings.ragTopK },
+    onStepFinish: (step) => {
+      // step.toolCalls is { toolName, args } and step.toolResults is
+      // { toolName, args, result }. Prefer toolResults so we have the
+      // executed return value for the post-processor.
+      for (const tr of step.toolResults ?? []) {
+        toolCalls.push({
+          toolName: tr.toolName,
+          args: tr.args,
+          result: tr.result,
+        });
+      }
+    },
+    experimental_transform: guaranteeTransform,
+  });
+
+  return result.toDataStreamResponse({
+    getErrorMessage: (error) => {
+      const message = error instanceof Error ? error.message : String(error);
+      console.error('[/api/chat] error:', error);
+      return message;
+    },
+  });
+}
diff --git a/apps/web/src/app/api/documents/[id]/chunks/route.ts b/apps/web/src/app/api/documents/[id]/chunks/route.ts
new file mode 100644
index 0000000..0d455bb
--- /dev/null
+++ b/apps/web/src/app/api/documents/[id]/chunks/route.ts
@@ -0,0 +1,18 @@
+import { NextResponse, type NextRequest } from 'next/server';
+import { z } from 'zod';
+import { listChunksForDocument } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+const ParamsSchema = z.object({ id: z.string().uuid() });
+
+export async function GET(req: NextRequest, ctx: { params: Promise<{ id: string }> }) {
+  const parsed = ParamsSchema.safeParse(await ctx.params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'Invalid id' }, { status: 400 });
+  }
+  const includeEmbedding = req.nextUrl.searchParams.get('include') === 'embedding';
+  const chunks = await listChunksForDocument(parsed.data.id, { includeEmbedding });
+  return NextResponse.json({ chunks });
+}
diff --git a/apps/web/src/app/api/documents/[id]/images/route.ts b/apps/web/src/app/api/documents/[id]/images/route.ts
new file mode 100644
index 0000000..314c931
--- /dev/null
+++ b/apps/web/src/app/api/documents/[id]/images/route.ts
@@ -0,0 +1,34 @@
+import { NextResponse } from 'next/server';
+import { z } from 'zod';
+import { eq, asc } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+const ParamsSchema = z.object({ id: z.string().uuid() });
+
+export async function GET(_req: Request, ctx: { params: Promise<{ id: string }> }) {
+  const parsed = ParamsSchema.safeParse(await ctx.params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'Invalid id' }, { status: 400 });
+  }
+
+  const db = getDb();
+  const rows = await db
+    .select({
+      id: schema.documentImages.id,
+      kind: schema.documentImages.kind,
+      page: schema.documentImages.page,
+      ordinal: schema.documentImages.ordinal,
+      mimeType: schema.documentImages.mimeType,
+      width: schema.documentImages.width,
+      height: schema.documentImages.height,
+      summary: schema.documentImages.summary,
+    })
+    .from(schema.documentImages)
+    .where(eq(schema.documentImages.documentId, parsed.data.id))
+    .orderBy(asc(schema.documentImages.page), asc(schema.documentImages.ordinal));
+
+  return NextResponse.json({ images: rows });
+}
diff --git a/apps/web/src/app/api/documents/[id]/original/route.ts b/apps/web/src/app/api/documents/[id]/original/route.ts
new file mode 100644
index 0000000..b915787
--- /dev/null
+++ b/apps/web/src/app/api/documents/[id]/original/route.ts
@@ -0,0 +1,38 @@
+import { NextResponse, type NextRequest } from 'next/server';
+import { z } from 'zod';
+import { getDocumentOriginal } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+const ParamsSchema = z.object({ id: z.string().uuid() });
+
+export async function GET(req: NextRequest, ctx: { params: Promise<{ id: string }> }) {
+  const parsed = ParamsSchema.safeParse(await ctx.params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'Invalid id' }, { status: 400 });
+  }
+  const doc = await getDocumentOriginal(parsed.data.id);
+  if (!doc) {
+    return NextResponse.json(
+      { error: 'No original content stored for this document' },
+      { status: 404 },
+    );
+  }
+  const disposition = req.nextUrl.searchParams.get('download') === '1' ? 'attachment' : 'inline';
+  // Copy into a freshly-allocated Uint8Array so its underlying buffer is
+  // a plain ArrayBuffer (not ArrayBufferLike, which can be SharedArrayBuffer).
+  // Newer @types/node + lib.dom.d.ts reject the latter as a BlobPart.
+  const fresh = new Uint8Array(doc.bytes.byteLength);
+  fresh.set(doc.bytes);
+  const body = new Blob([fresh], { type: doc.mimeType });
+  return new NextResponse(body, {
+    status: 200,
+    headers: {
+      'content-type': doc.mimeType,
+      'content-length': String(doc.bytes.byteLength),
+      'content-disposition': `${disposition}; filename="${encodeURIComponent(doc.filename)}"`,
+      'cache-control': 'private, max-age=0, must-revalidate',
+    },
+  });
+}
diff --git a/apps/web/src/app/api/documents/[id]/route.ts b/apps/web/src/app/api/documents/[id]/route.ts
new file mode 100644
index 0000000..71331b6
--- /dev/null
+++ b/apps/web/src/app/api/documents/[id]/route.ts
@@ -0,0 +1,30 @@
+import { NextResponse } from 'next/server';
+import { z } from 'zod';
+import { deleteDocument, getDocument } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+const ParamsSchema = z.object({ id: z.string().uuid() });
+
+export async function GET(_req: Request, ctx: { params: Promise<{ id: string }> }) {
+  const parsed = ParamsSchema.safeParse(await ctx.params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'Invalid id' }, { status: 400 });
+  }
+  const doc = await getDocument(parsed.data.id);
+  if (!doc) return NextResponse.json({ error: 'Not found' }, { status: 404 });
+  return NextResponse.json({ ...doc, createdAt: doc.createdAt.toISOString() });
+}
+
+export async function DELETE(_req: Request, ctx: { params: Promise<{ id: string }> }) {
+  const parsed = ParamsSchema.safeParse(await ctx.params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'Invalid id' }, { status: 400 });
+  }
+  const deletedId = await deleteDocument(parsed.data.id);
+  if (!deletedId) {
+    return NextResponse.json({ error: 'Not found' }, { status: 404 });
+  }
+  return new NextResponse(null, { status: 204 });
+}
diff --git a/apps/web/src/app/api/documents/[id]/status/route.ts b/apps/web/src/app/api/documents/[id]/status/route.ts
new file mode 100644
index 0000000..28feec6
--- /dev/null
+++ b/apps/web/src/app/api/documents/[id]/status/route.ts
@@ -0,0 +1,42 @@
+import { NextResponse } from 'next/server';
+import { z } from 'zod';
+import { eq } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+const ParamsSchema = z.object({ id: z.string().uuid() });
+
+export async function GET(_req: Request, ctx: { params: Promise<{ id: string }> }) {
+  const parsed = ParamsSchema.safeParse(await ctx.params);
+  if (!parsed.success) {
+    return NextResponse.json({ error: 'Invalid id' }, { status: 400 });
+  }
+
+  const db = getDb();
+  const [row] = await db
+    .select({
+      id: schema.documents.id,
+      ingestStatus: schema.documents.ingestStatus,
+      ingestError: schema.documents.ingestError,
+      pagesDone: schema.documents.pagesDone,
+      pagesTotal: schema.documents.pagesTotal,
+      extractionMethod: schema.documents.extractionMethod,
+    })
+    .from(schema.documents)
+    .where(eq(schema.documents.id, parsed.data.id))
+    .limit(1);
+
+  if (!row) {
+    return NextResponse.json({ error: 'Not found' }, { status: 404 });
+  }
+
+  return NextResponse.json({
+    status: row.ingestStatus,
+    pagesDone: row.pagesDone ?? 0,
+    pagesTotal: row.pagesTotal ?? null,
+    error: row.ingestError ?? null,
+    extractionMethod: row.extractionMethod ?? null,
+  });
+}
diff --git a/apps/web/src/app/api/ingest/route.ts b/apps/web/src/app/api/ingest/route.ts
new file mode 100644
index 0000000..37707db
--- /dev/null
+++ b/apps/web/src/app/api/ingest/route.ts
@@ -0,0 +1,26 @@
+import { NextRequest, NextResponse } from 'next/server';
+import { IngestRequestSchema } from '@app/shared';
+import { ingestDocument } from '@app/rag';
+import { getEnv } from '@/lib/env';
+import { getEmbedder } from '@/lib/embedder';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+export async function POST(req: NextRequest) {
+  const parsed = IngestRequestSchema.safeParse(await req.json());
+  if (!parsed.success) {
+    return NextResponse.json({ error: parsed.error.flatten() }, { status: 400 });
+  }
+
+  const env = getEnv();
+  const embedder = getEmbedder();
+
+  const result = await ingestDocument(parsed.data, {
+    chunkSize: env.RAG_CHUNK_SIZE,
+    chunkOverlap: env.RAG_CHUNK_OVERLAP,
+    embedder,
+  });
+
+  return NextResponse.json(result, { status: 201 });
+}
diff --git a/apps/web/src/app/api/ingest/upload/route.ts b/apps/web/src/app/api/ingest/upload/route.ts
new file mode 100644
index 0000000..7bc4ce9
--- /dev/null
+++ b/apps/web/src/app/api/ingest/upload/route.ts
@@ -0,0 +1,317 @@
+import { NextRequest, NextResponse } from 'next/server';
+import { after } from 'next/server';
+import { sql } from 'drizzle-orm';
+import crypto from 'node:crypto';
+import { extractPdfText, ingestDocument, runIngestJob, createVisionClient } from '@app/rag';
+import { getDb, schema } from '@app/db';
+import { getEnv } from '@/lib/env';
+import { getEmbedder } from '@/lib/embedder';
+import { getSettings } from '@/lib/settings';
+import { logIngest } from '@/lib/telemetry';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+export const maxDuration = 60;
+
+const MAX_BYTES = 25 * 1024 * 1024; // 25 MB
+
+type Kind = 'text' | 'pdf';
+
+function detectKind(filename: string, mime: string): Kind | null {
+  const lower = filename.toLowerCase();
+  if (lower.endsWith('.pdf') || mime === 'application/pdf') return 'pdf';
+  if (
+    lower.endsWith('.txt') ||
+    lower.endsWith('.md') ||
+    lower.endsWith('.markdown') ||
+    mime.startsWith('text/')
+  ) {
+    return 'text';
+  }
+  return null;
+}
+
+function resolveMime(kind: Kind, providedMime: string, filename: string): string {
+  if (providedMime && providedMime !== 'application/octet-stream') return providedMime;
+  if (kind === 'pdf') return 'application/pdf';
+  if (filename.toLowerCase().endsWith('.md') || filename.toLowerCase().endsWith('.markdown')) {
+    return 'text/markdown';
+  }
+  return 'text/plain';
+}
+
+/**
+ * In-process per-document mutex (D1). Two parallel uploads of the same file
+ * (e.g. double-click) must not race the ingest job. Fingerprint:
+ *   sha256(filename + size + first-1KB-bytes)
+ * Lives on `globalThis` so it survives Next dev hot-reload of the route module.
+ */
+function inflightSet(): Set<string> {
+  const g = globalThis as unknown as { __rag_inflight?: Set<string> };
+  if (!g.__rag_inflight) g.__rag_inflight = new Set<string>();
+  return g.__rag_inflight;
+}
+
+function fingerprintBytes(filename: string, bytes: Uint8Array): string {
+  const h = crypto.createHash('sha256');
+  h.update(filename);
+  h.update(`:${bytes.byteLength}:`);
+  // First 1 KB is enough to distinguish near-duplicates without re-hashing the
+  // whole file on every upload.
+  h.update(bytes.subarray(0, Math.min(1024, bytes.byteLength)));
+  return h.digest('hex');
+}
+
+/** Map a vision-call error onto a "model not pulled" detection. */
+function isModelNotPulled(err: unknown): boolean {
+  const msg = err instanceof Error ? err.message : String(err ?? '');
+  return /model\s+'?[^']+'?\s+not\s+found|model not found|not\s+pulled|404/i.test(msg);
+}
+
+export async function POST(req: NextRequest) {
+  let form: FormData;
+  try {
+    form = await req.formData();
+  } catch {
+    return NextResponse.json({ error: 'Expected multipart/form-data' }, { status: 400 });
+  }
+
+  const file = form.get('file');
+  if (!(file instanceof File)) {
+    return NextResponse.json({ error: 'Missing `file` field' }, { status: 400 });
+  }
+  if (file.size === 0) {
+    return NextResponse.json({ error: 'Empty file' }, { status: 400 });
+  }
+  if (file.size > MAX_BYTES) {
+    return NextResponse.json(
+      { error: `File too large (${file.size} > ${MAX_BYTES} bytes)` },
+      { status: 413 },
+    );
+  }
+
+  const kind = detectKind(file.name, file.type);
+  if (!kind) {
+    return NextResponse.json(
+      { error: `Unsupported file type: ${file.name} (${file.type || 'unknown'}). Allowed: .txt, .md, .pdf` },
+      { status: 415 },
+    );
+  }
+
+  const rawBytes = new Uint8Array(await file.arrayBuffer());
+  const mimeType = resolveMime(kind, file.type, file.name);
+
+  const titleField = form.get('title');
+  const title =
+    typeof titleField === 'string' && titleField.trim().length > 0 ? titleField.trim() : file.name;
+
+  // ── PDF path: insert row synchronously, kick off async vision-OCR job ──
+  if (kind === 'pdf') {
+    // D1: per-document mutex. Reserve the fingerprint *before* any await so
+    // two parallel requests can't both pass the `has()` check before either
+    // has called `add()`. The check-and-add must be atomic with respect to
+    // the JS event loop. Released in `finally` after `runIngestJob` resolves.
+    const fingerprint = fingerprintBytes(file.name, rawBytes);
+    const inflight = inflightSet();
+    if (inflight.has(fingerprint)) {
+      logIngest({
+        event: 'duplicate_in_flight',
+        documentId: '(unassigned)',
+        fingerprint,
+        source: file.name,
+      });
+      return NextResponse.json(
+        {
+          error: 'duplicate_in_flight',
+          message: 'This file is already being ingested. Wait for it to finish or refresh the page.',
+        },
+        { status: 409 },
+      );
+    }
+    inflight.add(fingerprint);
+
+    let documentId: string | undefined;
+    try {
+      const db = getDb();
+      const original = Buffer.from(rawBytes);
+      const inserted = await db.execute<{ id: string }>(sql`
+        INSERT INTO ${schema.documents}
+          (source, title, mime_type, bytes, original_content, metadata, ingest_status, pages_done)
+        VALUES
+          (
+            ${file.name},
+            ${title},
+            ${mimeType},
+            ${file.size},
+            ${original},
+            ${JSON.stringify({ filename: file.name, mimeType, bytes: file.size })}::jsonb,
+            'queued',
+            0
+          )
+        RETURNING id
+      `);
+      documentId = inserted[0]?.id;
+      if (!documentId) {
+        inflight.delete(fingerprint);
+        return NextResponse.json({ error: 'Failed to insert document' }, { status: 500 });
+      }
+    } catch (err) {
+      // Insert failed → release the lock and surface the error.
+      inflight.delete(fingerprint);
+      throw err;
+    }
+
+    logIngest({
+      event: 'queued',
+      documentId,
+      source: file.name,
+      bytes: file.size,
+      fingerprint,
+    });
+
+    after(async () => {
+      try {
+        const settings = await getSettings();
+        const embedder = getEmbedder();
+        const vision = createVisionClient({
+          baseUrl: settings.ollamaBaseUrl,
+          model: settings.visionModel,
+        });
+        logIngest({
+          event: 'job_start',
+          documentId,
+          visionModel: settings.visionModel,
+          embedModel: settings.embedModel,
+        });
+        await runIngestJob(documentId, {
+          settings,
+          embedder,
+          vision,
+          onProgress: async (pagesDone, pagesTotal) => {
+            logIngest({ event: 'page_done', documentId, pagesDone, pagesTotal });
+          },
+        });
+        logIngest({ event: 'job_success', documentId });
+      } catch (err) {
+        // Vision job already records 'failed' on error, but surface a fallback
+        // attempt to text extraction if no chunks landed yet.
+        console.error(`[ingest/upload] vision job error for ${documentId}:`, err);
+        const visionMissing = isModelNotPulled(err);
+        logIngest({
+          event: 'job_error',
+          documentId,
+          message: err instanceof Error ? err.message : String(err),
+          visionMissing,
+        });
+
+        try {
+          const db2 = getDb();
+          const rows = await db2.execute<{ count: number }>(sql`
+            SELECT COUNT(*)::int AS count FROM ${schema.chunks} WHERE document_id = ${documentId}
+          `);
+          const chunkCount = rows[0]?.count ?? 0;
+          if (chunkCount === 0) {
+            logIngest({ event: 'fallback_text_extract', documentId });
+            const { text, pageCount } = await extractPdfText(rawBytes);
+            const env = getEnv();
+            const settings = await getSettings();
+            const embedder = getEmbedder();
+            const { chunkText } = await import('@app/rag');
+            const pieces = chunkText(text, {
+              chunkSize: settings.ragChunkSize,
+              chunkOverlap: settings.ragChunkOverlap,
+            });
+            if (pieces.length > 0) {
+              const embeddings = await embedder.embedBatch(pieces);
+              await db2.insert(schema.chunks).values(
+                pieces.map((content, i) => ({
+                  documentId,
+                  ordinal: i,
+                  content,
+                  tokens: null,
+                  embedding: embeddings[i] ?? null,
+                  metadata: { pageCount },
+                })),
+              );
+              // D3b: when vision is missing, leave a clear hint in ingest_error
+              // for the UI even though we recover to 'ready' with text path.
+              const errMsg = visionMissing
+                ? `Vision model '${settings.visionModel}' not pulled. Run: ollama pull ${settings.visionModel} (text-extraction fallback used)`
+                : null;
+              await db2.execute(sql`
+                UPDATE ${schema.documents}
+                SET ingest_status = 'ready',
+                    extraction_method = 'text',
+                    ingest_error = ${errMsg},
+                    pages_done = ${pageCount},
+                    pages_total = COALESCE(pages_total, ${pageCount})
+                WHERE id = ${documentId}
+              `);
+              logIngest({
+                event: 'fallback_text_extract_ready',
+                documentId,
+                chunks: pieces.length,
+                pageCount,
+              });
+            }
+            void env;
+          }
+        } catch (fallbackErr) {
+          console.error(`[ingest/upload] fallback failed for ${documentId}:`, fallbackErr);
+          logIngest({
+            event: 'fallback_failed',
+            documentId,
+            message: fallbackErr instanceof Error ? fallbackErr.message : String(fallbackErr),
+          });
+        }
+      } finally {
+        inflight.delete(fingerprint);
+      }
+    });
+
+    return NextResponse.json(
+      { documentId, kind: 'pdf', queued: true, source: file.name, bytes: file.size },
+      { status: 202 },
+    );
+  }
+
+  // ── Text path: synchronous, unchanged behavior ──
+  const content = new TextDecoder('utf-8', { fatal: false }).decode(rawBytes).trim();
+  if (content.length === 0) {
+    return NextResponse.json({ error: 'File contains no text' }, { status: 400 });
+  }
+
+  const env = getEnv();
+  const embedder = getEmbedder();
+  const result = await ingestDocument(
+    {
+      source: file.name,
+      title,
+      content,
+      metadata: { filename: file.name, mimeType, bytes: file.size },
+    },
+    {
+      chunkSize: env.RAG_CHUNK_SIZE,
+      chunkOverlap: env.RAG_CHUNK_OVERLAP,
+      embedder,
+    },
+    {
+      originalBytes: rawBytes,
+      mimeType,
+      bytes: file.size,
+    },
+  );
+
+  // Mark text docs as ready (ingestDocument left status='queued' default).
+  const db = getDb();
+  await db.execute(sql`
+    UPDATE ${schema.documents}
+    SET ingest_status = 'ready', extraction_method = 'text'
+    WHERE id = ${result.documentId}
+  `);
+
+  return NextResponse.json(
+    { ...result, source: file.name, kind, bytes: file.size },
+    { status: 201 },
+  );
+}
diff --git a/apps/web/src/app/api/ollama/tags/route.ts b/apps/web/src/app/api/ollama/tags/route.ts
new file mode 100644
index 0000000..60a19ac
--- /dev/null
+++ b/apps/web/src/app/api/ollama/tags/route.ts
@@ -0,0 +1,36 @@
+import { NextRequest, NextResponse } from 'next/server';
+import { normalizeOllamaBaseURL } from '@app/rag';
+import { getSettings } from '@/lib/settings';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+export async function GET(req: NextRequest) {
+  const override = req.nextUrl.searchParams.get('baseUrl');
+  let baseUrl: string;
+  if (override) {
+    try {
+      new URL(override);
+      baseUrl = override;
+    } catch {
+      return NextResponse.json({ error: 'invalid baseUrl' }, { status: 400 });
+    }
+  } else {
+    baseUrl = (await getSettings()).ollamaBaseUrl;
+  }
+  const url = `${normalizeOllamaBaseURL(baseUrl)}/tags`;
+  try {
+    const r = await fetch(url, { cache: 'no-store' });
+    if (!r.ok) {
+      return NextResponse.json(
+        { error: `Ollama responded ${r.status}`, baseUrl },
+        { status: 502 },
+      );
+    }
+    const json = (await r.json()) as { models?: unknown };
+    return NextResponse.json({ models: Array.isArray(json.models) ? json.models : [] });
+  } catch (err) {
+    const message = err instanceof Error ? err.message : 'unknown network error';
+    return NextResponse.json({ error: message, baseUrl }, { status: 502 });
+  }
+}
diff --git a/apps/web/src/app/api/settings/route.ts b/apps/web/src/app/api/settings/route.ts
new file mode 100644
index 0000000..eae0211
--- /dev/null
+++ b/apps/web/src/app/api/settings/route.ts
@@ -0,0 +1,58 @@
+import { NextResponse } from 'next/server';
+import { z } from 'zod';
+import { getSettingsRow, upsertSettings } from '@app/db';
+import {
+  envDefaults,
+  getSettings,
+  invalidateSettingsCache,
+  resolveFromRow,
+  rowToOverrides,
+} from '@/lib/settings';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+export async function GET() {
+  const row = await getSettingsRow();
+  return NextResponse.json({
+    resolved: resolveFromRow(row),
+    overrides: rowToOverrides(row),
+    envDefaults: envDefaults(),
+  });
+}
+
+// nullable means "clear override → fall back to env"; missing key means "leave as-is"
+const PatchSchema = z
+  .object({
+    ollamaBaseUrl: z.string().url().nullable().optional(),
+    chatModel: z.string().min(1).nullable().optional(),
+    embedModel: z.string().min(1).nullable().optional(),
+    visionModel: z.string().min(1).nullable().optional(),
+    chatTemperature: z.number().min(0).max(1).nullable().optional(),
+    ragTopK: z.number().int().positive().nullable().optional(),
+    ragChunkSize: z.number().int().positive().nullable().optional(),
+    ragChunkOverlap: z.number().int().nonnegative().nullable().optional(),
+  })
+  .strict();
+
+export async function PATCH(req: Request) {
+  let body: unknown;
+  try {
+    body = await req.json();
+  } catch {
+    return NextResponse.json({ error: 'Invalid JSON' }, { status: 400 });
+  }
+  const parsed = PatchSchema.safeParse(body);
+  if (!parsed.success) {
+    return NextResponse.json({ error: parsed.error.message }, { status: 400 });
+  }
+  await upsertSettings(parsed.data);
+  invalidateSettingsCache();
+  const resolved = await getSettings();
+  const row = await getSettingsRow();
+  return NextResponse.json({
+    resolved,
+    overrides: rowToOverrides(row),
+    envDefaults: envDefaults(),
+  });
+}
diff --git a/apps/web/src/app/api/sources/route.ts b/apps/web/src/app/api/sources/route.ts
new file mode 100644
index 0000000..5f41b9c
--- /dev/null
+++ b/apps/web/src/app/api/sources/route.ts
@@ -0,0 +1,66 @@
+import { NextResponse } from 'next/server';
+import { sql } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+export async function GET() {
+  const db = getDb();
+  const rows = await db.execute<{
+    id: string;
+    source: string;
+    title: string | null;
+    mime_type: string | null;
+    bytes: number | null;
+    has_original: boolean;
+    chunk_count: number;
+    metadata: Record<string, unknown>;
+    created_at: Date | string;
+    ingest_status: string;
+    ingest_error: string | null;
+    pages_done: number | null;
+    pages_total: number | null;
+    extraction_method: string | null;
+  }>(sql`
+    SELECT
+      d.id                              AS id,
+      d.source                          AS source,
+      d.title                           AS title,
+      d.mime_type                       AS mime_type,
+      d.bytes                           AS bytes,
+      (d.original_content IS NOT NULL)  AS has_original,
+      COUNT(c.id)::int                  AS chunk_count,
+      d.metadata                        AS metadata,
+      d.created_at                      AS created_at,
+      d.ingest_status                   AS ingest_status,
+      d.ingest_error                    AS ingest_error,
+      d.pages_done                      AS pages_done,
+      d.pages_total                     AS pages_total,
+      d.extraction_method               AS extraction_method
+    FROM ${schema.documents} d
+    LEFT JOIN ${schema.chunks} c ON c.document_id = d.id
+    GROUP BY d.id
+    ORDER BY d.created_at DESC
+    LIMIT 200
+  `);
+  return NextResponse.json({
+    documents: rows.map((r) => ({
+      id: r.id,
+      source: r.source,
+      title: r.title,
+      mimeType: r.mime_type,
+      bytes: r.bytes,
+      hasOriginal: r.has_original,
+      chunkCount: r.chunk_count,
+      metadata: r.metadata,
+      createdAt:
+        r.created_at instanceof Date ? r.created_at.toISOString() : new Date(r.created_at).toISOString(),
+      ingestStatus: r.ingest_status,
+      ingestError: r.ingest_error,
+      pagesDone: r.pages_done ?? 0,
+      pagesTotal: r.pages_total,
+      extractionMethod: r.extraction_method,
+    })),
+  });
+}
diff --git a/apps/web/src/app/documents/[id]/page.tsx b/apps/web/src/app/documents/[id]/page.tsx
new file mode 100644
index 0000000..594076f
--- /dev/null
+++ b/apps/web/src/app/documents/[id]/page.tsx
@@ -0,0 +1,72 @@
+import Link from 'next/link';
+import { notFound } from 'next/navigation';
+import { getDocument } from '@app/db';
+import { DocumentViewer } from '@/components/document-viewer';
+import { ArrowLeftIcon } from '@/components/icons';
+
+export const runtime = 'nodejs';
+export const dynamic = 'force-dynamic';
+
+export default async function DocumentPage({ params }: { params: Promise<{ id: string }> }) {
+  const { id } = await params;
+  const doc = await getDocument(id);
+  if (!doc) notFound();
+
+  return (
+    <div className="flex-1 overflow-y-auto">
+      <div className="mx-auto max-w-doc px-4 md:px-6 lg:px-8 py-8 md:py-10">
+        <Link
+          href="/documents"
+          className="inline-flex items-center gap-1.5 text-xs font-medium text-secondary hover:text-primary transition-colors"
+        >
+          <ArrowLeftIcon size={13} />
+          Documents
+        </Link>
+
+        <header className="mt-4 flex flex-col gap-2">
+          <h1 className="text-2xl font-semibold text-primary tracking-[-0.01em]">
+            {doc.title ?? doc.source}
+          </h1>
+          <div className="flex flex-wrap items-center gap-2 text-xs text-muted">
+            <code className="rounded bg-subtle px-1.5 py-0.5 font-mono text-[11px] text-secondary">
+              {doc.source}
+            </code>
+            {doc.mimeType && (
+              <>
+                <span className="text-border-default">·</span>
+                <span>{doc.mimeType}</span>
+              </>
+            )}
+            {doc.bytes !== null && (
+              <>
+                <span className="text-border-default">·</span>
+                <span>{formatBytes(doc.bytes)}</span>
+              </>
+            )}
+            <span className="text-border-default">·</span>
+            <span>
+              {doc.chunkCount} chunk{doc.chunkCount === 1 ? '' : 's'}
+            </span>
+            <span className="text-border-default">·</span>
+            <span>{new Date(doc.createdAt).toLocaleString()}</span>
+          </div>
+        </header>
+
+        <div className="mt-8">
+          <DocumentViewer
+            id={doc.id}
+            source={doc.source}
+            mimeType={doc.mimeType}
+            hasOriginal={doc.hasOriginal}
+          />
+        </div>
+      </div>
+    </div>
+  );
+}
+
+function formatBytes(n: number): string {
+  if (n < 1024) return `${n} B`;
+  if (n < 1024 * 1024) return `${(n / 1024).toFixed(1)} KB`;
+  return `${(n / 1024 / 1024).toFixed(2)} MB`;
+}
diff --git a/apps/web/src/app/documents/page.tsx b/apps/web/src/app/documents/page.tsx
new file mode 100644
index 0000000..12c31b3
--- /dev/null
+++ b/apps/web/src/app/documents/page.tsx
@@ -0,0 +1,13 @@
+import { SourcesPanel } from '@/components/sources-panel';
+
+export const dynamic = 'force-dynamic';
+
+export default function DocumentsPage() {
+  return (
+    <div className="flex-1 overflow-y-auto">
+      <div className="mx-auto max-w-content px-4 md:px-6 lg:px-8 py-8 md:py-10">
+        <SourcesPanel />
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/app/globals.css b/apps/web/src/app/globals.css
new file mode 100644
index 0000000..9923e8c
--- /dev/null
+++ b/apps/web/src/app/globals.css
@@ -0,0 +1,126 @@
+@import "tailwindcss";
+
+@theme {
+  /* ---------- Color ---------- */
+  --color-bg-app: oklch(0.985 0.003 80);
+  --color-surface: oklch(1 0 0);
+  --color-surface-elevated: oklch(0.995 0.002 80);
+  --color-subtle: oklch(0.97 0.004 80);
+
+  --color-border-subtle: oklch(0.92 0.004 80);
+  --color-border-default: oklch(0.88 0.005 80);
+  --color-border-strong: oklch(0.78 0.006 80);
+
+  --color-primary: oklch(0.22 0.01 80);
+  --color-secondary: oklch(0.42 0.008 80);
+  --color-muted: oklch(0.58 0.006 80);
+  --color-inverse: oklch(0.985 0.003 80);
+
+  --color-accent: oklch(0.55 0.19 270);
+  --color-accent-hover: oklch(0.50 0.20 270);
+  --color-accent-subtle: oklch(0.96 0.03 270);
+  --color-accent-foreground: oklch(0.985 0.003 80);
+
+  --color-success: oklch(0.62 0.14 155);
+  --color-success-subtle: oklch(0.95 0.04 155);
+  --color-warning: oklch(0.72 0.15 75);
+  --color-warning-subtle: oklch(0.96 0.05 75);
+  --color-danger: oklch(0.58 0.20 25);
+  --color-danger-subtle: oklch(0.96 0.04 25);
+
+  /* ---------- Type ---------- */
+  --font-sans: var(--font-sans-stack), ui-sans-serif, system-ui, -apple-system,
+               'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;
+  --font-mono: var(--font-mono-stack), ui-monospace, 'JetBrains Mono', Menlo,
+               Monaco, Consolas, monospace;
+
+  --text-xs: 0.75rem;
+  --text-xs--line-height: 1rem;
+  --text-sm: 0.8125rem;
+  --text-sm--line-height: 1.25rem;
+  --text-base: 0.875rem;
+  --text-base--line-height: 1.375rem;
+  --text-md: 0.9375rem;
+  --text-md--line-height: 1.5rem;
+  --text-lg: 1.0625rem;
+  --text-lg--line-height: 1.625rem;
+  --text-xl: 1.25rem;
+  --text-xl--line-height: 1.75rem;
+  --text-2xl: 1.5rem;
+  --text-2xl--line-height: 2rem;
+  --text-3xl: 1.875rem;
+  --text-3xl--line-height: 2.375rem;
+
+  /* ---------- Radius ---------- */
+  --radius-sm: 0.25rem;
+  --radius-md: 0.5rem;
+  --radius-lg: 0.625rem;
+  --radius-xl: 0.875rem;
+  --radius-2xl: 1.125rem;
+
+  /* ---------- Shadow ---------- */
+  --shadow-xs: 0 1px 2px 0 oklch(0 0 0 / 0.04);
+  --shadow-sm: 0 1px 2px 0 oklch(0 0 0 / 0.04),
+               0 2px 4px -1px oklch(0 0 0 / 0.04);
+  --shadow-md: 0 4px 8px -2px oklch(0 0 0 / 0.06),
+               0 2px 4px -2px oklch(0 0 0 / 0.04);
+  --shadow-lg: 0 12px 24px -8px oklch(0 0 0 / 0.10),
+               0 4px 8px -4px oklch(0 0 0 / 0.06);
+  --shadow-xl: 0 24px 48px -12px oklch(0 0 0 / 0.14),
+               0 8px 16px -8px oklch(0 0 0 / 0.08);
+
+  /* ---------- Misc ---------- */
+  --container-content: 72rem;
+  --container-chat: 48rem;
+  --container-doc: 56rem;
+}
+
+:root {
+  color-scheme: light;
+  --ring: oklch(0.55 0.19 270 / 0.35);
+}
+
+* {
+  box-sizing: border-box;
+}
+
+html, body {
+  margin: 0;
+  padding: 0;
+  background: var(--color-bg-app);
+  color: var(--color-primary);
+  font-family: var(--font-sans);
+  font-size: var(--text-sm);
+  line-height: var(--text-sm--line-height);
+  -webkit-font-smoothing: antialiased;
+  text-rendering: optimizeLegibility;
+}
+
+::selection {
+  background: var(--color-accent-subtle);
+  color: var(--color-accent);
+}
+
+* {
+  scrollbar-width: thin;
+  scrollbar-color: var(--color-border-default) transparent;
+}
+*::-webkit-scrollbar { width: 10px; height: 10px; }
+*::-webkit-scrollbar-track { background: transparent; }
+*::-webkit-scrollbar-thumb {
+  background: var(--color-border-default);
+  border-radius: 9999px;
+  border: 2px solid transparent;
+  background-clip: padding-box;
+}
+*::-webkit-scrollbar-thumb:hover {
+  background: var(--color-border-strong);
+  background-clip: padding-box;
+  border: 2px solid transparent;
+}
+
+:where(button, a, [role="button"]):focus-visible {
+  outline: none;
+  box-shadow: 0 0 0 3px var(--ring);
+  border-radius: var(--radius-md);
+}
diff --git a/apps/web/src/app/layout.tsx b/apps/web/src/app/layout.tsx
new file mode 100644
index 0000000..c3e8ff7
--- /dev/null
+++ b/apps/web/src/app/layout.tsx
@@ -0,0 +1,31 @@
+import type { Metadata } from 'next';
+import { Inter, JetBrains_Mono } from 'next/font/google';
+import { AppShell } from '@/components/app-shell';
+import './globals.css';
+
+const sans = Inter({
+  subsets: ['latin'],
+  variable: '--font-sans-stack',
+  display: 'swap',
+});
+
+const mono = JetBrains_Mono({
+  subsets: ['latin'],
+  variable: '--font-mono-stack',
+  display: 'swap',
+});
+
+export const metadata: Metadata = {
+  title: 'Agentic RAG',
+  description: 'Agentic full-stack RAG over a local knowledge base.',
+};
+
+export default function RootLayout({ children }: { children: React.ReactNode }) {
+  return (
+    <html lang="en" className={`${sans.variable} ${mono.variable}`}>
+      <body className="antialiased">
+        <AppShell>{children}</AppShell>
+      </body>
+    </html>
+  );
+}
diff --git a/apps/web/src/app/page.tsx b/apps/web/src/app/page.tsx
new file mode 100644
index 0000000..828e5b1
--- /dev/null
+++ b/apps/web/src/app/page.tsx
@@ -0,0 +1,5 @@
+import { Chat } from '@/components/chat';
+
+export default function HomePage() {
+  return <Chat />;
+}
diff --git a/apps/web/src/app/settings/page.tsx b/apps/web/src/app/settings/page.tsx
new file mode 100644
index 0000000..47027f2
--- /dev/null
+++ b/apps/web/src/app/settings/page.tsx
@@ -0,0 +1,19 @@
+import { SettingsForm } from '@/components/settings-form';
+
+export const dynamic = 'force-dynamic';
+
+export default function SettingsPage() {
+  return (
+    <div className="flex-1 overflow-y-auto">
+      <div className="mx-auto max-w-doc px-4 md:px-6 lg:px-8 py-8 md:py-10">
+        <header className="mb-8">
+          <h1 className="text-xl font-semibold text-primary tracking-[-0.01em]">Settings</h1>
+          <p className="mt-1 text-sm text-secondary">
+            Configure Ollama, models, and retrieval. Database overrides take precedence over .env defaults.
+          </p>
+        </header>
+        <SettingsForm />
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/app-shell.tsx b/apps/web/src/components/app-shell.tsx
new file mode 100644
index 0000000..e25ebb2
--- /dev/null
+++ b/apps/web/src/components/app-shell.tsx
@@ -0,0 +1,15 @@
+import type { ReactNode } from 'react';
+import { Topbar } from './topbar';
+import { Sidebar } from './sidebar';
+
+export function AppShell({ children }: { children: ReactNode }) {
+  return (
+    <div className="min-h-screen flex flex-col">
+      <Topbar />
+      <div className="flex flex-1 min-h-0">
+        <Sidebar />
+        <main className="flex-1 min-w-0 flex flex-col">{children}</main>
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/chat.tsx b/apps/web/src/components/chat.tsx
new file mode 100644
index 0000000..e3fe81c
--- /dev/null
+++ b/apps/web/src/components/chat.tsx
@@ -0,0 +1,120 @@
+'use client';
+
+import { useChat } from 'ai/react';
+import { useEffect, useRef } from 'react';
+import { SendIcon, SparklesIcon } from './icons';
+import { ChatMarkdown } from './markdown';
+
+export function Chat() {
+  const { messages, input, handleInputChange, handleSubmit, isLoading, error } = useChat({
+    api: '/api/chat',
+  });
+
+  const scrollerRef = useRef<HTMLDivElement>(null);
+  useEffect(() => {
+    scrollerRef.current?.scrollTo({ top: scrollerRef.current.scrollHeight, behavior: 'smooth' });
+  }, [messages]);
+
+  const empty = messages.length === 0;
+
+  return (
+    <section className="flex flex-1 min-h-0 flex-col">
+      <div ref={scrollerRef} className="flex-1 overflow-y-auto">
+        <div className="mx-auto max-w-chat px-4 md:px-6 py-8">
+          {empty ? (
+            <EmptyState />
+          ) : (
+            <ol className="flex flex-col gap-6">
+              {messages.map((m) => (
+                <li key={m.id}>
+                  {m.role === 'user' ? (
+                    <UserBubble content={m.content} />
+                  ) : (
+                    <AssistantMessage content={m.content} streaming={isLoading} />
+                  )}
+                </li>
+              ))}
+              {error && (
+                <li>
+                  <div className="rounded-xl border border-danger/30 bg-danger-subtle px-4 py-3 text-sm text-danger">
+                    {error.message}
+                  </div>
+                </li>
+              )}
+            </ol>
+          )}
+        </div>
+      </div>
+
+      <div className="border-t border-border-subtle bg-bg-app/60 backdrop-blur">
+        <form
+          onSubmit={handleSubmit}
+          className="mx-auto max-w-chat px-4 md:px-6 py-4 flex items-end gap-2"
+        >
+          <div className="relative flex-1">
+            <input
+              value={input}
+              onChange={handleInputChange}
+              placeholder="Ask something about your knowledge base…"
+              className="w-full h-11 rounded-xl border border-border-default bg-surface pl-4 pr-12 text-sm text-primary placeholder:text-muted shadow-xs transition-colors focus:border-border-strong focus:outline-none focus:ring-[3px] focus:ring-[var(--ring)]"
+            />
+          </div>
+          <button
+            type="submit"
+            disabled={isLoading || !input.trim()}
+            className="h-11 px-4 rounded-xl bg-accent text-accent-foreground text-sm font-semibold shadow-xs inline-flex items-center gap-2 transition-colors duration-150 hover:bg-accent-hover disabled:opacity-50 disabled:pointer-events-none"
+          >
+            <SendIcon size={15} />
+            <span className="hidden sm:inline">{isLoading ? 'Sending…' : 'Send'}</span>
+          </button>
+        </form>
+      </div>
+    </section>
+  );
+}
+
+function EmptyState() {
+  return (
+    <div className="flex flex-col items-center text-center pt-16 pb-12">
+      <div className="flex h-12 w-12 items-center justify-center rounded-2xl bg-accent-subtle text-accent shadow-xs">
+        <SparklesIcon size={22} />
+      </div>
+      <h2 className="mt-5 text-xl font-semibold text-primary tracking-[-0.01em]">
+        Ask your knowledge base
+      </h2>
+      <p className="mt-2 max-w-sm text-sm text-secondary">
+        The agent searches your indexed documents via tool calls and cites what it finds.
+      </p>
+    </div>
+  );
+}
+
+function UserBubble({ content }: { content: string }) {
+  return (
+    <div className="flex justify-end">
+      <div className="max-w-[80%] rounded-2xl rounded-br-md bg-accent-subtle px-4 py-2.5 text-base text-primary whitespace-pre-wrap break-words">
+        {content}
+      </div>
+    </div>
+  );
+}
+
+function AssistantMessage({ content, streaming }: { content: string; streaming: boolean }) {
+  return (
+    <div className="flex gap-3">
+      <div className="flex h-7 w-7 shrink-0 items-center justify-center rounded-full bg-accent-subtle text-accent">
+        <SparklesIcon size={14} />
+      </div>
+      <div className="min-w-0 flex-1 pt-0.5">
+        <p className="text-xs font-medium text-muted mb-1">Assistant</p>
+        <div className="text-base text-primary leading-7 break-words">
+          {content ? (
+            <ChatMarkdown>{content}</ChatMarkdown>
+          ) : (
+            streaming && <span className="inline-block animate-pulse text-accent">▍</span>
+          )}
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/document-viewer.tsx b/apps/web/src/components/document-viewer.tsx
new file mode 100644
index 0000000..334c265
--- /dev/null
+++ b/apps/web/src/components/document-viewer.tsx
@@ -0,0 +1,299 @@
+'use client';
+
+import { useEffect, useState } from 'react';
+import { DownloadIcon } from './icons';
+
+interface ChunkRow {
+  id: string;
+  ordinal: number;
+  content: string;
+  tokens: number | null;
+  embedding?: number[] | null;
+}
+
+interface ImageRow {
+  id: string;
+  kind: 'page' | 'figure' | string;
+  page: number;
+  ordinal: number;
+  mimeType: string;
+  width: number;
+  height: number;
+  summary: string | null;
+}
+
+type Tab = 'original' | 'chunks' | 'pages';
+
+export function DocumentViewer({
+  id,
+  source,
+  mimeType,
+  hasOriginal,
+}: {
+  id: string;
+  source: string;
+  mimeType: string | null;
+  hasOriginal: boolean;
+}) {
+  const [tab, setTab] = useState<Tab>(hasOriginal ? 'original' : 'chunks');
+  const [images, setImages] = useState<ImageRow[] | null>(null);
+  useEffect(() => {
+    let cancelled = false;
+    fetch(`/api/documents/${id}/images`)
+      .then((r) => (r.ok ? r.json() : Promise.reject(new Error(`HTTP ${r.status}`))))
+      .then((j: { images: ImageRow[] }) => !cancelled && setImages(j.images))
+      .catch(() => !cancelled && setImages([]));
+    return () => {
+      cancelled = true;
+    };
+  }, [id]);
+  const hasPages = (images ?? []).some((i) => i.kind === 'page');
+  return (
+    <div className="flex flex-col gap-5">
+      <div className="flex items-center gap-1 border-b border-border-subtle">
+        {hasOriginal && (
+          <TabButton active={tab === 'original'} onClick={() => setTab('original')}>
+            Original
+          </TabButton>
+        )}
+        <TabButton active={tab === 'chunks'} onClick={() => setTab('chunks')}>
+          Chunks &amp; embeddings
+        </TabButton>
+        {hasPages && (
+          <TabButton active={tab === 'pages'} onClick={() => setTab('pages')}>
+            Pages
+          </TabButton>
+        )}
+        {hasOriginal && (
+          <a
+            href={`/api/documents/${id}/original?download=1`}
+            className="ml-auto inline-flex items-center gap-1.5 h-8 px-3 rounded-lg text-xs font-medium text-secondary hover:bg-subtle hover:text-primary transition-colors"
+          >
+            <DownloadIcon size={13} />
+            Download
+          </a>
+        )}
+      </div>
+      {tab === 'original' && hasOriginal && (
+        <OriginalView id={id} source={source} mimeType={mimeType} />
+      )}
+      {tab === 'chunks' && <ChunksView id={id} />}
+      {tab === 'pages' && <PagesView images={images ?? []} />}
+    </div>
+  );
+}
+
+function TabButton({
+  active,
+  onClick,
+  children,
+}: {
+  active: boolean;
+  onClick: () => void;
+  children: React.ReactNode;
+}) {
+  return (
+    <button
+      onClick={onClick}
+      className={[
+        'relative h-10 px-4 text-sm font-medium transition-colors',
+        active
+          ? 'text-primary'
+          : 'text-secondary hover:text-primary',
+      ].join(' ')}
+    >
+      {children}
+      {active && (
+        <span className="absolute inset-x-2 -bottom-px h-0.5 rounded-full bg-accent" />
+      )}
+    </button>
+  );
+}
+
+function OriginalView({
+  id,
+  source,
+  mimeType,
+}: {
+  id: string;
+  source: string;
+  mimeType: string | null;
+}) {
+  const url = `/api/documents/${id}/original`;
+  const isPdf = mimeType === 'application/pdf' || source.toLowerCase().endsWith('.pdf');
+
+  if (isPdf) {
+    return (
+      <iframe
+        src={url}
+        title={source}
+        className="w-full h-[calc(100vh-260px)] min-h-[480px] rounded-xl border border-border-subtle bg-surface shadow-sm"
+      />
+    );
+  }
+
+  return <TextOriginalView url={url} />;
+}
+
+function TextOriginalView({ url }: { url: string }) {
+  const [text, setText] = useState<string>('');
+  const [error, setError] = useState<string | null>(null);
+  useEffect(() => {
+    let cancelled = false;
+    fetch(url)
+      .then((r) => (r.ok ? r.text() : Promise.reject(new Error(`HTTP ${r.status}`))))
+      .then((t) => !cancelled && setText(t))
+      .catch((e) => !cancelled && setError(e.message));
+    return () => {
+      cancelled = true;
+    };
+  }, [url]);
+  if (error) return <p className="text-sm text-danger">Failed to load: {error}</p>;
+  return (
+    <pre className="m-0 max-h-[calc(100vh-260px)] overflow-auto rounded-xl border border-border-subtle bg-surface p-5 text-sm leading-relaxed text-primary whitespace-pre-wrap break-words shadow-sm">
+      {text}
+    </pre>
+  );
+}
+
+function ChunksView({ id }: { id: string }) {
+  const [chunks, setChunks] = useState<ChunkRow[] | null>(null);
+  const [error, setError] = useState<string | null>(null);
+  useEffect(() => {
+    let cancelled = false;
+    fetch(`/api/documents/${id}/chunks?include=embedding`)
+      .then((r) => (r.ok ? r.json() : Promise.reject(new Error(`HTTP ${r.status}`))))
+      .then((j: { chunks: ChunkRow[] }) => !cancelled && setChunks(j.chunks))
+      .catch((e) => !cancelled && setError(e.message));
+    return () => {
+      cancelled = true;
+    };
+  }, [id]);
+
+  if (error) return <p className="text-sm text-danger">Failed to load chunks: {error}</p>;
+  if (!chunks) return <p className="text-sm text-muted">Loading chunks…</p>;
+  if (chunks.length === 0) return <p className="text-sm text-muted">No chunks for this document.</p>;
+
+  return (
+    <ol className="flex flex-col gap-3">
+      {chunks.map((c) => (
+        <li
+          key={c.id}
+          className="rounded-xl border border-border-subtle bg-surface p-5 flex flex-col gap-3 shadow-sm"
+        >
+          <header className="flex flex-wrap items-center gap-2 text-xs">
+            <span className="inline-flex items-center h-5 px-2 rounded-full bg-accent-subtle text-accent font-medium">
+              chunk #{c.ordinal}
+            </span>
+            <span className="text-muted">{c.content.length} chars</span>
+            {c.tokens !== null && (
+              <>
+                <span className="text-border-default">·</span>
+                <span className="text-muted">{c.tokens} tokens</span>
+              </>
+            )}
+            <span className="text-border-default">·</span>
+            <EmbeddingMeta vec={c.embedding ?? null} />
+          </header>
+          <pre className="m-0 text-sm leading-relaxed text-primary whitespace-pre-wrap break-words">
+            {c.content}
+          </pre>
+          {c.embedding && c.embedding.length > 0 && (
+            <details className="group">
+              <summary className="cursor-pointer text-xs font-medium text-accent hover:text-accent-hover transition-colors select-none">
+                embedding (first 8 of {c.embedding.length})
+              </summary>
+              <code className="mt-2 block rounded-lg bg-subtle p-3 font-mono text-[11px] text-secondary overflow-x-auto">
+                [{c.embedding.slice(0, 8).map((v) => v.toFixed(4)).join(', ')}, …]
+              </code>
+            </details>
+          )}
+        </li>
+      ))}
+    </ol>
+  );
+}
+
+function EmbeddingMeta({ vec }: { vec: number[] | null }) {
+  if (!vec || vec.length === 0) return <span className="text-danger">no embedding</span>;
+  const norm = Math.sqrt(vec.reduce((s, v) => s + v * v, 0));
+  return (
+    <span className="text-muted">
+      dim {vec.length} · ‖v‖ {norm.toFixed(3)}
+    </span>
+  );
+}
+
+function PagesView({ images }: { images: ImageRow[] }) {
+  const pages = images.filter((i) => i.kind === 'page');
+  const figuresByPage = new Map<number, ImageRow[]>();
+  for (const img of images) {
+    if (img.kind !== 'figure') continue;
+    if (!figuresByPage.has(img.page)) figuresByPage.set(img.page, []);
+    figuresByPage.get(img.page)!.push(img);
+  }
+  if (pages.length === 0) {
+    return <p className="text-sm text-muted">No page rasters available.</p>;
+  }
+  return (
+    <ol className="flex flex-col gap-6">
+      {pages.map((p) => {
+        const figures = figuresByPage.get(p.page) ?? [];
+        return (
+          <li
+            key={p.id}
+            className="rounded-xl border border-border-subtle bg-surface p-4 shadow-sm"
+          >
+            <header className="mb-3 flex items-center gap-2 text-xs">
+              <span className="inline-flex items-center h-5 px-2 rounded-full bg-accent-subtle text-accent font-medium">
+                page {p.page}
+              </span>
+              <span className="text-muted">
+                {p.width}×{p.height}
+              </span>
+              {figures.length > 0 && (
+                <>
+                  <span className="text-border-default">·</span>
+                  <span className="text-muted">
+                    {figures.length} figure{figures.length === 1 ? '' : 's'}
+                  </span>
+                </>
+              )}
+            </header>
+            <a href={`/api/assets/${p.id}`} target="_blank" rel="noreferrer">
+              <img
+                src={`/api/assets/${p.id}`}
+                alt={`page ${p.page}`}
+                loading="lazy"
+                decoding="async"
+                className="w-full max-h-[640px] object-contain rounded-lg border border-border-subtle bg-subtle"
+              />
+            </a>
+            {figures.length > 0 && (
+              <div className="mt-3 -mx-1 flex gap-2 overflow-x-auto pb-1 px-1">
+                {figures.map((f) => (
+                  <a
+                    key={f.id}
+                    href={`/api/assets/${f.id}`}
+                    target="_blank"
+                    rel="noreferrer"
+                    title={f.summary ?? 'figure'}
+                    className="shrink-0 group rounded-md border border-border-subtle bg-subtle hover:border-border-strong transition-colors"
+                  >
+                    <img
+                      src={`/api/assets/${f.id}`}
+                      alt={f.summary ?? `figure ${f.ordinal}`}
+                      loading="lazy"
+                      decoding="async"
+                      className="h-24 w-auto rounded-md object-contain"
+                    />
+                  </a>
+                ))}
+              </div>
+            )}
+          </li>
+        );
+      })}
+    </ol>
+  );
+}
diff --git a/apps/web/src/components/icons.tsx b/apps/web/src/components/icons.tsx
new file mode 100644
index 0000000..10ce39c
--- /dev/null
+++ b/apps/web/src/components/icons.tsx
@@ -0,0 +1,154 @@
+import type { SVGProps } from 'react';
+
+type IconProps = SVGProps<SVGSVGElement> & { size?: number };
+
+function base({ size = 16, strokeWidth = 1.75, ...rest }: IconProps) {
+  return {
+    width: size,
+    height: size,
+    viewBox: '0 0 24 24',
+    fill: 'none',
+    stroke: 'currentColor',
+    strokeWidth,
+    strokeLinecap: 'round' as const,
+    strokeLinejoin: 'round' as const,
+    'aria-hidden': true,
+    ...rest,
+  };
+}
+
+export function ChatIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M21 12a9 9 0 0 1-13.5 7.79L3 21l1.21-4.5A9 9 0 1 1 21 12z" />
+    </svg>
+  );
+}
+
+export function DocsIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M14 3H7a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h10a2 2 0 0 0 2-2V8z" />
+      <path d="M14 3v5h5" />
+      <path d="M9 13h6M9 17h6M9 9h2" />
+    </svg>
+  );
+}
+
+export function UploadIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4" />
+      <path d="M17 8l-5-5-5 5" />
+      <path d="M12 3v12" />
+    </svg>
+  );
+}
+
+export function FileIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z" />
+      <path d="M14 2v6h6" />
+    </svg>
+  );
+}
+
+export function PdfIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z" />
+      <path d="M14 2v6h6" />
+      <path d="M9 13h6M9 17h4" />
+    </svg>
+  );
+}
+
+export function TrashIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M3 6h18" />
+      <path d="M8 6V4a2 2 0 0 1 2-2h4a2 2 0 0 1 2 2v2" />
+      <path d="M19 6l-1 14a2 2 0 0 1-2 2H8a2 2 0 0 1-2-2L5 6" />
+    </svg>
+  );
+}
+
+export function PlusIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M12 5v14M5 12h14" />
+    </svg>
+  );
+}
+
+export function ArrowLeftIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M19 12H5M12 19l-7-7 7-7" />
+    </svg>
+  );
+}
+
+export function DownloadIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4" />
+      <path d="M7 10l5 5 5-5" />
+      <path d="M12 15V3" />
+    </svg>
+  );
+}
+
+export function SendIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M22 2L11 13" />
+      <path d="M22 2l-7 20-4-9-9-4 20-7z" />
+    </svg>
+  );
+}
+
+export function SparklesIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M12 3l1.8 4.5L18 9l-4.2 1.5L12 15l-1.8-4.5L6 9l4.2-1.5L12 3z" />
+      <path d="M19 14l.9 2.1L22 17l-2.1.9L19 20l-.9-2.1L16 17l2.1-.9L19 14z" />
+    </svg>
+  );
+}
+
+export function MenuIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M3 6h18M3 12h18M3 18h18" />
+    </svg>
+  );
+}
+
+export function SettingsIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <circle cx="12" cy="12" r="3" />
+      <path d="M19.4 15a1.65 1.65 0 0 0 .33 1.82l.06.06a2 2 0 1 1-2.83 2.83l-.06-.06a1.65 1.65 0 0 0-1.82-.33 1.65 1.65 0 0 0-1 1.51V21a2 2 0 0 1-4 0v-.09a1.65 1.65 0 0 0-1-1.51 1.65 1.65 0 0 0-1.82.33l-.06.06a2 2 0 1 1-2.83-2.83l.06-.06a1.65 1.65 0 0 0 .33-1.82 1.65 1.65 0 0 0-1.51-1H3a2 2 0 0 1 0-4h.09a1.65 1.65 0 0 0 1.51-1 1.65 1.65 0 0 0-.33-1.82l-.06-.06a2 2 0 1 1 2.83-2.83l.06.06a1.65 1.65 0 0 0 1.82.33h0a1.65 1.65 0 0 0 1-1.51V3a2 2 0 0 1 4 0v.09a1.65 1.65 0 0 0 1 1.51h0a1.65 1.65 0 0 0 1.82-.33l.06-.06a2 2 0 1 1 2.83 2.83l-.06.06a1.65 1.65 0 0 0-.33 1.82v0a1.65 1.65 0 0 0 1.51 1H21a2 2 0 0 1 0 4h-.09a1.65 1.65 0 0 0-1.51 1z" />
+    </svg>
+  );
+}
+
+export function CheckIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M20 6L9 17l-5-5" />
+    </svg>
+  );
+}
+
+export function AlertIcon(props: IconProps) {
+  return (
+    <svg {...base(props)}>
+      <path d="M10.29 3.86L1.82 18a2 2 0 0 0 1.71 3h16.94a2 2 0 0 0 1.71-3L13.71 3.86a2 2 0 0 0-3.42 0z" />
+      <path d="M12 9v4" />
+      <path d="M12 17h.01" />
+    </svg>
+  );
+}
diff --git a/apps/web/src/components/markdown.tsx b/apps/web/src/components/markdown.tsx
new file mode 100644
index 0000000..2f854e0
--- /dev/null
+++ b/apps/web/src/components/markdown.tsx
@@ -0,0 +1,118 @@
+'use client';
+
+import ReactMarkdown, { defaultUrlTransform } from 'react-markdown';
+import remarkGfm from 'remark-gfm';
+import type { ComponentPropsWithoutRef } from 'react';
+
+const ASSET_PREFIX = 'asset:';
+const UUID_RE = /^[0-9a-f-]{36}$/i;
+
+/**
+ * Custom URL transform: rewrite `asset:UUID` → `/api/assets/UUID`.
+ * Strict UUID regex — invalid uuids are dropped to '' so react-markdown
+ * skips the node. All other URIs are delegated to react-markdown's
+ * defaultUrlTransform (drops javascript:, data: text/html, etc.).
+ */
+function urlTransform(uri: string): string {
+  if (uri.startsWith(ASSET_PREFIX)) {
+    const id = uri.slice(ASSET_PREFIX.length);
+    if (!UUID_RE.test(id)) return '';
+    return `/api/assets/${id}`;
+  }
+  return defaultUrlTransform(uri);
+}
+
+type ImgProps = ComponentPropsWithoutRef<'img'>;
+type AnchorProps = ComponentPropsWithoutRef<'a'>;
+type CodeProps = ComponentPropsWithoutRef<'code'> & { inline?: boolean };
+type PreProps = ComponentPropsWithoutRef<'pre'>;
+type TableProps = ComponentPropsWithoutRef<'table'>;
+
+export function ChatMarkdown({ children }: { children: string }) {
+  return (
+    <div className="prose-chat">
+      <ReactMarkdown
+        remarkPlugins={[remarkGfm]}
+        urlTransform={urlTransform}
+        components={{
+          img: ({ src, alt }: ImgProps) => {
+            const safeSrc = typeof src === 'string' && src.length > 0 ? src : null;
+            if (!safeSrc) return null;
+            return (
+              <a
+                href={safeSrc}
+                target="_blank"
+                rel="noreferrer"
+                className="my-3 block max-w-full"
+              >
+                <img
+                  src={safeSrc}
+                  alt={alt ?? ''}
+                  loading="lazy"
+                  decoding="async"
+                  className="rounded-xl border border-border-subtle bg-surface shadow-sm max-h-[480px] max-w-full object-contain"
+                  onError={(e) => {
+                    const img = e.currentTarget;
+                    const span = document.createElement('span');
+                    span.className =
+                      'inline-flex items-center gap-1.5 text-xs text-danger';
+                    span.textContent = `Failed to load image (${alt ?? 'asset'})`;
+                    img.replaceWith(span);
+                  }}
+                />
+              </a>
+            );
+          },
+          a: ({ href, children, ...rest }: AnchorProps) => (
+            <a
+              {...rest}
+              href={href}
+              target="_blank"
+              rel="noreferrer"
+              className="text-accent hover:underline"
+            >
+              {children}
+            </a>
+          ),
+          code: ({ inline, className, children, ...rest }: CodeProps) => {
+            if (inline) {
+              return (
+                <code
+                  {...rest}
+                  className={`bg-subtle rounded px-1 ${className ?? ''}`}
+                >
+                  {children}
+                </code>
+              );
+            }
+            return (
+              <code {...rest} className={className}>
+                {children}
+              </code>
+            );
+          },
+          pre: ({ children, ...rest }: PreProps) => (
+            <pre
+              {...rest}
+              className="bg-subtle rounded-lg p-3 text-xs overflow-x-auto"
+            >
+              {children}
+            </pre>
+          ),
+          table: ({ children, ...rest }: TableProps) => (
+            <div className="overflow-x-auto">
+              <table
+                {...rest}
+                className="border border-border-subtle text-sm"
+              >
+                {children}
+              </table>
+            </div>
+          ),
+        }}
+      >
+        {children}
+      </ReactMarkdown>
+    </div>
+  );
+}
diff --git a/apps/web/src/components/settings-form.tsx b/apps/web/src/components/settings-form.tsx
new file mode 100644
index 0000000..a0f8dc8
--- /dev/null
+++ b/apps/web/src/components/settings-form.tsx
@@ -0,0 +1,603 @@
+'use client';
+
+import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
+import type { ResolvedSettings } from '@app/shared';
+import { AlertIcon, CheckIcon } from './icons';
+
+type Overrides = Partial<{
+  ollamaBaseUrl: string | null;
+  chatModel: string | null;
+  embedModel: string | null;
+  visionModel: string | null;
+  chatTemperature: number | null;
+  ragTopK: number | null;
+  ragChunkSize: number | null;
+  ragChunkOverlap: number | null;
+}>;
+
+interface SettingsPayload {
+  resolved: ResolvedSettings;
+  overrides: Overrides;
+  envDefaults: ResolvedSettings;
+}
+
+type Field = keyof ResolvedSettings;
+
+type Draft = Partial<Record<Field, string | number | null>>;
+
+interface OllamaModel {
+  name: string;
+  size?: number;
+  digest?: string;
+  modified_at?: string;
+}
+
+type TagState =
+  | { kind: 'idle' }
+  | { kind: 'busy' }
+  | { kind: 'ok'; models: OllamaModel[] }
+  | { kind: 'error'; message: string };
+
+// Ollama returns "nomic-embed-text:latest"; users often store
+// "nomic-embed-text" (no tag). Normalize so a tagless name matches
+// the same name with `:latest` appended.
+function normalizeTag(name: string): string {
+  return name.includes(':') ? name : `${name}:latest`;
+}
+
+function modelMatches(stored: string, available: ReadonlySet<string>): boolean {
+  if (!stored) return false;
+  if (available.has(stored)) return true;
+  return available.has(normalizeTag(stored));
+}
+
+export function SettingsForm() {
+  const [data, setData] = useState<SettingsPayload | null>(null);
+  const [draft, setDraft] = useState<Draft>({});
+  const [saving, setSaving] = useState(false);
+  const [saveError, setSaveError] = useState<string | null>(null);
+  const [saveOk, setSaveOk] = useState(false);
+  const [advancedOpen, setAdvancedOpen] = useState(false);
+  const [tags, setTags] = useState<TagState>({ kind: 'idle' });
+  const fetchSeq = useRef(0);
+
+  const refresh = useCallback(async () => {
+    const r = await fetch('/api/settings', { cache: 'no-store' });
+    if (!r.ok) {
+      setSaveError(`Failed to load settings: ${r.status}`);
+      return;
+    }
+    const json = (await r.json()) as SettingsPayload;
+    setData(json);
+    setDraft({});
+  }, []);
+
+  useEffect(() => {
+    void refresh();
+  }, [refresh]);
+
+  // Auto-fetch tags whenever the effective Base URL changes (initial load
+  // and live edits), debounced so we don't hammer the server.
+  const baseUrlForFetch = useMemo(() => {
+    if (!data) return null;
+    if ('ollamaBaseUrl' in draft) {
+      const v = draft.ollamaBaseUrl;
+      if (v === null) return data.envDefaults.ollamaBaseUrl;
+      if (typeof v === 'string') return v;
+    }
+    return data.resolved.ollamaBaseUrl;
+  }, [data, draft]);
+
+  useEffect(() => {
+    if (!baseUrlForFetch) return;
+    try {
+      new URL(baseUrlForFetch);
+    } catch {
+      return;
+    }
+    const t = setTimeout(() => {
+      void fetchTags(baseUrlForFetch);
+    }, 350);
+    return () => clearTimeout(t);
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [baseUrlForFetch]);
+
+  const setField = useCallback((f: Field, v: string | number | null) => {
+    setSaveOk(false);
+    setDraft((d) => ({ ...d, [f]: v }));
+  }, []);
+
+  const dirty = useMemo(() => Object.keys(draft).length > 0, [draft]);
+
+  const onSave = useCallback(async () => {
+    if (!dirty) return;
+    setSaving(true);
+    setSaveError(null);
+    setSaveOk(false);
+    try {
+      const r = await fetch('/api/settings', {
+        method: 'PATCH',
+        headers: { 'content-type': 'application/json' },
+        body: JSON.stringify(draft),
+      });
+      if (!r.ok) {
+        const err = await r.json().catch(() => ({ error: r.statusText }));
+        setSaveError(err.error ?? `Save failed: ${r.status}`);
+        return;
+      }
+      const json = (await r.json()) as SettingsPayload;
+      setData(json);
+      setDraft({});
+      setSaveOk(true);
+    } finally {
+      setSaving(false);
+    }
+  }, [dirty, draft]);
+
+  const fetchTags = useCallback(async (baseUrl: string) => {
+    const seq = ++fetchSeq.current;
+    setTags({ kind: 'busy' });
+    try {
+      const url = `/api/ollama/tags?baseUrl=${encodeURIComponent(baseUrl)}`;
+      const r = await fetch(url, { cache: 'no-store' });
+      if (seq !== fetchSeq.current) return;
+      if (!r.ok) {
+        const err = await r.json().catch(() => ({ error: r.statusText }));
+        setTags({ kind: 'error', message: err.error ?? `HTTP ${r.status}` });
+        return;
+      }
+      const json = (await r.json()) as { models: OllamaModel[] };
+      setTags({ kind: 'ok', models: json.models ?? [] });
+    } catch (err) {
+      if (seq !== fetchSeq.current) return;
+      const message = err instanceof Error ? err.message : 'unknown error';
+      setTags({ kind: 'error', message });
+    }
+  }, []);
+
+  if (!data) {
+    return <p className="text-sm text-muted">Loading…</p>;
+  }
+
+  const effective = (f: Field): string | number => {
+    if (f in draft) {
+      const v = draft[f];
+      return v === null ? data.envDefaults[f] : (v as string | number);
+    }
+    const o = data.overrides[f as keyof Overrides];
+    if (o !== undefined && o !== null) return o as string | number;
+    return data.envDefaults[f];
+  };
+
+  const hasOverride = (f: Field): boolean => {
+    if (f in draft) return draft[f] !== null;
+    const o = data.overrides[f as keyof Overrides];
+    return o !== undefined && o !== null;
+  };
+
+  const currentBaseUrl = String(effective('ollamaBaseUrl'));
+
+  return (
+    <div className="flex flex-col gap-6">
+      <Card title="Ollama" subtitle="Local model server endpoint.">
+        <FieldRow
+          label="Base URL"
+          help="e.g. http://localhost:11434"
+          envHint={data.envDefaults.ollamaBaseUrl}
+          override={hasOverride('ollamaBaseUrl')}
+          onReset={() => setField('ollamaBaseUrl', null)}
+        >
+          <input
+            value={currentBaseUrl}
+            onChange={(e) => setField('ollamaBaseUrl', e.target.value)}
+            placeholder={data.envDefaults.ollamaBaseUrl}
+            className={inputCls}
+          />
+        </FieldRow>
+
+        <div className="flex items-center gap-3 pt-2">
+          <button
+            type="button"
+            onClick={() => void fetchTags(currentBaseUrl)}
+            disabled={tags.kind === 'busy'}
+            className="h-9 px-3.5 rounded-lg bg-surface text-primary border border-border-default text-sm font-semibold shadow-xs hover:bg-subtle transition-colors disabled:opacity-50"
+          >
+            {tags.kind === 'busy' ? 'Testing…' : 'Test connection'}
+          </button>
+          {tags.kind === 'error' && (
+            <span className="inline-flex items-center gap-1.5 text-xs text-danger">
+              <AlertIcon size={14} /> {tags.message}
+            </span>
+          )}
+          {tags.kind === 'ok' && (
+            <span className="inline-flex items-center gap-1.5 text-xs text-success">
+              <CheckIcon size={14} /> {tags.models.length} model{tags.models.length === 1 ? '' : 's'} found
+            </span>
+          )}
+        </div>
+
+        {tags.kind === 'ok' && (
+          <ModelAvailability
+            models={tags.models}
+            chatModel={String(effective('chatModel'))}
+            embedModel={String(effective('embedModel'))}
+            visionModel={String(effective('visionModel'))}
+          />
+        )}
+      </Card>
+
+      <Card
+        title="Models"
+        subtitle="Pick from the models pulled on the Ollama host above."
+      >
+        <ModelField
+          label="Chat model"
+          field="chatModel"
+          tags={tags}
+          envDefault={data.envDefaults.chatModel}
+          value={String(effective('chatModel'))}
+          override={hasOverride('chatModel')}
+          onChange={(v) => setField('chatModel', v)}
+          onReset={() => setField('chatModel', null)}
+          onRefresh={() => void fetchTags(currentBaseUrl)}
+        />
+
+        <ModelField
+          label="Embedding model"
+          field="embedModel"
+          tags={tags}
+          envDefault={data.envDefaults.embedModel}
+          value={String(effective('embedModel'))}
+          override={hasOverride('embedModel')}
+          onChange={(v) => setField('embedModel', v)}
+          onReset={() => setField('embedModel', null)}
+          onRefresh={() => void fetchTags(currentBaseUrl)}
+          warningSlot={
+            <p className="mt-2 inline-flex items-start gap-1.5 rounded-md bg-warning-subtle px-2.5 py-1.5 text-xs text-warning">
+              <AlertIcon size={14} />
+              Changing the embed model requires re-uploading affected documents (vector dimensions may differ).
+            </p>
+          }
+        />
+
+        <ModelField
+          label="Vision model"
+          field="visionModel"
+          help="Used for PDF page OCR + figure summarization."
+          tags={tags}
+          envDefault={data.envDefaults.visionModel}
+          value={String(effective('visionModel'))}
+          override={hasOverride('visionModel')}
+          onChange={(v) => setField('visionModel', v)}
+          onReset={() => setField('visionModel', null)}
+          onRefresh={() => void fetchTags(currentBaseUrl)}
+        />
+      </Card>
+
+      <Card title="Chat" subtitle="Generation parameters.">
+        <FieldRow
+          label={`Temperature (${Number(effective('chatTemperature')).toFixed(2)})`}
+          help="0 = deterministic, 1 = creative."
+          envHint={String(data.envDefaults.chatTemperature)}
+          override={hasOverride('chatTemperature')}
+          onReset={() => setField('chatTemperature', null)}
+        >
+          <input
+            type="range"
+            min={0}
+            max={1}
+            step={0.05}
+            value={Number(effective('chatTemperature'))}
+            onChange={(e) => setField('chatTemperature', Number(e.target.value))}
+            className="w-full"
+          />
+        </FieldRow>
+      </Card>
+
+      <div className="rounded-xl border border-border-subtle bg-surface shadow-sm">
+        <button
+          type="button"
+          onClick={() => setAdvancedOpen((o) => !o)}
+          className="w-full flex items-center justify-between px-5 py-4 text-left"
+        >
+          <div>
+            <h3 className="text-lg font-semibold text-primary tracking-[-0.01em]">Advanced</h3>
+            <p className="mt-1 text-xs text-secondary">Retrieval knobs — change with care.</p>
+          </div>
+          <span className="text-xs text-muted">{advancedOpen ? 'Hide' : 'Show'}</span>
+        </button>
+        {advancedOpen && (
+          <div className="px-5 pb-5 flex flex-col gap-4 border-t border-border-subtle pt-4">
+            <FieldRow
+              label="Top-K"
+              help="Chunks returned per retrieval call."
+              envHint={String(data.envDefaults.ragTopK)}
+              override={hasOverride('ragTopK')}
+              onReset={() => setField('ragTopK', null)}
+            >
+              <input
+                type="number"
+                min={1}
+                value={Number(effective('ragTopK'))}
+                onChange={(e) => setField('ragTopK', Number(e.target.value))}
+                className={inputCls}
+              />
+            </FieldRow>
+
+            <FieldRow
+              label="Chunk size"
+              help="Target characters per chunk."
+              envHint={String(data.envDefaults.ragChunkSize)}
+              override={hasOverride('ragChunkSize')}
+              onReset={() => setField('ragChunkSize', null)}
+            >
+              <input
+                type="number"
+                min={1}
+                value={Number(effective('ragChunkSize'))}
+                onChange={(e) => setField('ragChunkSize', Number(e.target.value))}
+                className={inputCls}
+              />
+            </FieldRow>
+
+            <FieldRow
+              label="Chunk overlap"
+              help="Characters of overlap between adjacent chunks."
+              envHint={String(data.envDefaults.ragChunkOverlap)}
+              override={hasOverride('ragChunkOverlap')}
+              onReset={() => setField('ragChunkOverlap', null)}
+            >
+              <input
+                type="number"
+                min={0}
+                value={Number(effective('ragChunkOverlap'))}
+                onChange={(e) => setField('ragChunkOverlap', Number(e.target.value))}
+                className={inputCls}
+              />
+            </FieldRow>
+          </div>
+        )}
+      </div>
+
+      <div className="sticky bottom-0 -mx-4 md:-mx-6 lg:-mx-8 px-4 md:px-6 lg:px-8 py-3 bg-bg-app/90 backdrop-blur border-t border-border-subtle flex items-center justify-end gap-3">
+        {saveError && (
+          <span className="inline-flex items-center gap-1.5 text-xs text-danger">
+            <AlertIcon size={14} /> {saveError}
+          </span>
+        )}
+        {saveOk && !dirty && (
+          <span className="inline-flex items-center gap-1.5 text-xs text-success">
+            <CheckIcon size={14} /> Saved
+          </span>
+        )}
+        <button
+          type="button"
+          onClick={() => void onSave()}
+          disabled={!dirty || saving}
+          className="h-9 px-3.5 rounded-lg bg-accent text-accent-foreground text-sm font-semibold shadow-xs hover:bg-accent-hover transition-colors disabled:opacity-50"
+        >
+          {saving ? 'Saving…' : 'Save'}
+        </button>
+      </div>
+    </div>
+  );
+}
+
+const inputCls =
+  'h-9 w-full rounded-md border border-border-default bg-surface px-3 text-sm placeholder:text-muted shadow-xs focus:border-border-strong focus:outline-none focus:ring-[3px] focus:ring-[var(--ring)]';
+
+const selectCls =
+  'h-9 w-full rounded-md border border-border-default bg-surface px-3 text-sm text-primary shadow-xs focus:border-border-strong focus:outline-none focus:ring-[3px] focus:ring-[var(--ring)]';
+
+function Card({
+  title,
+  subtitle,
+  children,
+}: {
+  title: string;
+  subtitle?: string;
+  children: React.ReactNode;
+}) {
+  return (
+    <section className="rounded-xl border border-border-subtle bg-surface shadow-sm p-5 md:p-6 flex flex-col gap-4">
+      <div>
+        <h2 className="text-lg font-semibold text-primary tracking-[-0.01em]">{title}</h2>
+        {subtitle && <p className="mt-1 text-xs text-secondary">{subtitle}</p>}
+      </div>
+      {children}
+    </section>
+  );
+}
+
+function FieldRow({
+  label,
+  help,
+  envHint,
+  override,
+  onReset,
+  children,
+}: {
+  label: string;
+  help?: string;
+  envHint: string;
+  override: boolean;
+  onReset: () => void;
+  children: React.ReactNode;
+}) {
+  return (
+    <div className="grid grid-cols-1 md:grid-cols-[200px_1fr] gap-2 md:gap-6">
+      <div className="pt-1">
+        <p className="text-sm font-medium text-primary">{label}</p>
+        {help && <p className="mt-0.5 text-xs text-muted">{help}</p>}
+      </div>
+      <div>
+        {children}
+        <div className="mt-1.5 flex items-center justify-between gap-3 text-xs">
+          <span className="text-muted">
+            env default: <span className="font-mono text-secondary">{envHint}</span>
+          </span>
+          {override && (
+            <button
+              type="button"
+              onClick={onReset}
+              className="text-accent hover:underline"
+            >
+              Reset to env default
+            </button>
+          )}
+        </div>
+      </div>
+    </div>
+  );
+}
+
+function ModelField({
+  label,
+  help,
+  field,
+  tags,
+  envDefault,
+  value,
+  override,
+  onChange,
+  onReset,
+  onRefresh,
+  warningSlot,
+}: {
+  label: string;
+  help?: string;
+  field: 'chatModel' | 'embedModel' | 'visionModel';
+  tags: TagState;
+  envDefault: string;
+  value: string;
+  override: boolean;
+  onChange: (v: string) => void;
+  onReset: () => void;
+  onRefresh: () => void;
+  warningSlot?: React.ReactNode;
+}) {
+  const models = tags.kind === 'ok' ? tags.models : [];
+  const names = useMemo(() => models.map((m) => m.name).sort((a, b) => a.localeCompare(b)), [models]);
+  const valueSet = useMemo(() => new Set(names), [names]);
+  const present = modelMatches(value, valueSet);
+  // If the stored value is tagless and only `:latest` is in the list,
+  // surface the canonical tagged form in the dropdown so it's selected.
+  const selectValue = valueSet.has(value)
+    ? value
+    : valueSet.has(normalizeTag(value))
+      ? normalizeTag(value)
+      : value;
+
+  return (
+    <FieldRow
+      label={label}
+      help={help}
+      envHint={envDefault}
+      override={override}
+      onReset={onReset}
+    >
+      {tags.kind === 'ok' && names.length > 0 ? (
+        <div className="flex flex-col gap-1.5">
+          <div className="flex items-center gap-2">
+            <select
+              value={selectValue}
+              onChange={(e) => onChange(e.target.value)}
+              className={selectCls}
+              data-field={field}
+            >
+              {!names.includes(selectValue) && (
+                <option value={selectValue}>{value} · not pulled</option>
+              )}
+              {names.map((n) => (
+                <option key={n} value={n}>
+                  {n}
+                </option>
+              ))}
+            </select>
+            <button
+              type="button"
+              onClick={onRefresh}
+              title="Refresh model list"
+              className="shrink-0 h-9 px-2.5 rounded-md border border-border-default bg-surface text-xs text-secondary hover:bg-subtle"
+            >
+              Refresh
+            </button>
+          </div>
+          {!present && (
+            <span className="inline-flex items-center gap-1.5 text-xs text-warning">
+              <AlertIcon size={13} />
+              Selected model not found on the host. Run:
+              <code className="rounded bg-subtle px-1.5 py-0.5 text-[11px] font-mono">
+                ollama pull {value}
+              </code>
+            </span>
+          )}
+          {warningSlot}
+        </div>
+      ) : (
+        <div className="flex flex-col gap-1.5">
+          <input
+            value={value}
+            onChange={(e) => onChange(e.target.value)}
+            placeholder={envDefault}
+            className={inputCls}
+          />
+          <span className="text-xs text-muted">
+            {tags.kind === 'busy'
+              ? 'Loading models…'
+              : tags.kind === 'error'
+                ? `Could not list models (${tags.message}). Type the tag manually or click Test connection.`
+                : 'Click Test connection to populate model dropdown.'}
+          </span>
+          {warningSlot}
+        </div>
+      )}
+    </FieldRow>
+  );
+}
+
+function ModelAvailability({
+  models,
+  chatModel,
+  embedModel,
+  visionModel,
+}: {
+  models: OllamaModel[];
+  chatModel: string;
+  embedModel: string;
+  visionModel: string;
+}) {
+  const names = new Set(models.map((m) => m.name));
+  const rows: Array<{ label: string; name: string }> = [
+    { label: 'Chat', name: chatModel },
+    { label: 'Embed', name: embedModel },
+    { label: 'Vision', name: visionModel },
+  ];
+  return (
+    <div className="rounded-md border border-border-subtle bg-subtle/40 p-3 flex flex-col gap-1.5">
+      {rows.map((r) => {
+        const ok = modelMatches(r.name, names);
+        return (
+          <div key={r.label} className="flex items-center gap-2 text-xs">
+            {ok ? (
+              <span className="text-success">
+                <CheckIcon size={14} />
+              </span>
+            ) : (
+              <span className="text-danger">
+                <AlertIcon size={14} />
+              </span>
+            )}
+            <span className="text-secondary w-14">{r.label}</span>
+            <span className="font-mono text-primary">{r.name}</span>
+            {!ok && (
+              <code className="ml-auto rounded bg-surface px-1.5 py-0.5 text-[11px] text-muted border border-border-subtle">
+                ollama pull {r.name}
+              </code>
+            )}
+          </div>
+        );
+      })}
+    </div>
+  );
+}
diff --git a/apps/web/src/components/sidebar.tsx b/apps/web/src/components/sidebar.tsx
new file mode 100644
index 0000000..ae59917
--- /dev/null
+++ b/apps/web/src/components/sidebar.tsx
@@ -0,0 +1,73 @@
+'use client';
+
+import Link from 'next/link';
+import { usePathname } from 'next/navigation';
+import type { ReactNode } from 'react';
+import { ChatIcon, DocsIcon, SettingsIcon, SparklesIcon } from './icons';
+
+type Item = { href: string; label: string; icon: ReactNode; match: (p: string) => boolean };
+
+const items: Item[] = [
+  {
+    href: '/',
+    label: 'Chat',
+    icon: <ChatIcon size={16} />,
+    match: (p) => p === '/',
+  },
+  {
+    href: '/documents',
+    label: 'Documents',
+    icon: <DocsIcon size={16} />,
+    match: (p) => p === '/documents' || p.startsWith('/documents/'),
+  },
+  {
+    href: '/settings',
+    label: 'Settings',
+    icon: <SettingsIcon size={16} />,
+    match: (p) => p === '/settings',
+  },
+];
+
+export function Sidebar() {
+  const pathname = usePathname();
+  return (
+    <aside className="hidden md:flex w-60 shrink-0 sticky top-14 h-[calc(100vh-3.5rem)] flex-col border-r border-border-subtle bg-surface px-3 py-5">
+      <div className="px-2 pb-3">
+        <p className="text-[11px] font-medium uppercase tracking-wider text-muted">Workspace</p>
+      </div>
+      <nav className="flex flex-col gap-0.5">
+        {items.map((it) => {
+          const active = it.match(pathname ?? '');
+          return (
+            <Link
+              key={it.href}
+              href={it.href}
+              aria-current={active ? 'page' : undefined}
+              className={[
+                'flex items-center gap-2.5 h-9 px-3 rounded-lg text-sm font-medium transition-colors duration-150',
+                active
+                  ? 'bg-accent-subtle text-accent'
+                  : 'text-secondary hover:bg-subtle hover:text-primary',
+              ].join(' ')}
+            >
+              <span className={active ? 'text-accent' : 'text-muted'}>{it.icon}</span>
+              {it.label}
+            </Link>
+          );
+        })}
+      </nav>
+
+      <div className="mt-auto pt-4 border-t border-border-subtle">
+        <div className="flex items-center gap-2 px-3 py-2 rounded-lg bg-subtle">
+          <span className="text-accent">
+            <SparklesIcon size={14} />
+          </span>
+          <div className="min-w-0">
+            <p className="text-xs font-medium text-primary leading-tight">Local-first</p>
+            <p className="text-[11px] text-muted leading-tight">Ollama · pgvector</p>
+          </div>
+        </div>
+      </div>
+    </aside>
+  );
+}
diff --git a/apps/web/src/components/sources-panel.tsx b/apps/web/src/components/sources-panel.tsx
new file mode 100644
index 0000000..b273251
--- /dev/null
+++ b/apps/web/src/components/sources-panel.tsx
@@ -0,0 +1,461 @@
+'use client';
+
+import Link from 'next/link';
+import { useCallback, useEffect, useRef, useState } from 'react';
+import {
+  DocsIcon,
+  FileIcon,
+  PdfIcon,
+  PlusIcon,
+  TrashIcon,
+  UploadIcon,
+} from './icons';
+
+type IngestStatus =
+  | 'queued'
+  | 'rasterizing'
+  | 'ocr'
+  | 'embedding'
+  | 'ready'
+  | 'failed'
+  | string;
+
+interface DocumentRow {
+  id: string;
+  source: string;
+  title: string | null;
+  mimeType: string | null;
+  bytes: number | null;
+  hasOriginal: boolean;
+  chunkCount: number;
+  metadata: Record<string, unknown>;
+  createdAt: string;
+  ingestStatus: IngestStatus;
+  ingestError: string | null;
+  pagesDone: number;
+  pagesTotal: number | null;
+  extractionMethod: string | null;
+}
+
+type Status =
+  | { kind: 'idle' }
+  | { kind: 'busy'; message: string }
+  | { kind: 'ok'; message: string }
+  | { kind: 'error'; message: string };
+
+const TERMINAL: ReadonlySet<string> = new Set(['ready', 'failed']);
+
+export function SourcesPanel({ onChange }: { onChange?: () => void }) {
+  const [docs, setDocs] = useState<DocumentRow[]>([]);
+  const [status, setStatus] = useState<Status>({ kind: 'idle' });
+  const [pasteOpen, setPasteOpen] = useState(false);
+  const [pasteSource, setPasteSource] = useState('');
+  const [pasteText, setPasteText] = useState('');
+  const [dragOver, setDragOver] = useState(false);
+  const fileInput = useRef<HTMLInputElement>(null);
+  const pollRef = useRef<ReturnType<typeof setInterval> | null>(null);
+
+  const refresh = useCallback(async () => {
+    const r = await fetch('/api/sources', { cache: 'no-store' });
+    if (!r.ok) {
+      setStatus({ kind: 'error', message: `Sources fetch failed: ${r.status}` });
+      return;
+    }
+    const json = (await r.json()) as { documents: DocumentRow[] };
+    setDocs(json.documents);
+  }, []);
+
+  useEffect(() => {
+    void refresh();
+  }, [refresh]);
+
+  // Single shared poll loop. Walk all non-terminal docs every 2s; merge
+  // status into row state. Stops when nothing pending.
+  useEffect(() => {
+    const pending = docs.filter((d) => !TERMINAL.has(d.ingestStatus));
+    if (pending.length === 0) {
+      if (pollRef.current) {
+        clearInterval(pollRef.current);
+        pollRef.current = null;
+      }
+      return;
+    }
+    if (pollRef.current) return;
+    pollRef.current = setInterval(async () => {
+      const updates = await Promise.all(
+        pending.map(async (d) => {
+          try {
+            const r = await fetch(`/api/documents/${d.id}/status`, { cache: 'no-store' });
+            if (!r.ok) return null;
+            const j = (await r.json()) as {
+              status: IngestStatus;
+              pagesDone: number;
+              pagesTotal: number | null;
+              error: string | null;
+              extractionMethod: string | null;
+            };
+            return { id: d.id, ...j };
+          } catch {
+            return null;
+          }
+        }),
+      );
+      let anyTerminal = false;
+      setDocs((prev) =>
+        prev.map((row) => {
+          const u = updates.find((x) => x && x.id === row.id);
+          if (!u) return row;
+          if (TERMINAL.has(u.status)) anyTerminal = true;
+          return {
+            ...row,
+            ingestStatus: u.status,
+            ingestError: u.error,
+            pagesDone: u.pagesDone ?? row.pagesDone,
+            pagesTotal: u.pagesTotal ?? row.pagesTotal,
+            extractionMethod: u.extractionMethod ?? row.extractionMethod,
+          };
+        }),
+      );
+      if (anyTerminal) onChange?.();
+    }, 2000);
+    return () => {
+      if (pollRef.current) {
+        clearInterval(pollRef.current);
+        pollRef.current = null;
+      }
+    };
+  }, [docs, onChange]);
+
+  const onUpload = useCallback(
+    async (file: File) => {
+      setStatus({ kind: 'busy', message: `Uploading ${file.name}…` });
+      const fd = new FormData();
+      fd.append('file', file);
+      const r = await fetch('/api/ingest/upload', { method: 'POST', body: fd });
+      if (!r.ok && r.status !== 202) {
+        const err = await r.json().catch(() => ({ error: r.statusText }));
+        setStatus({ kind: 'error', message: err.error ?? `Upload failed: ${r.status}` });
+        return;
+      }
+      const json = (await r.json()) as Partial<{
+        chunkCount: number;
+        documentId: string;
+        queued: boolean;
+      }>;
+      const msg =
+        json.queued
+          ? `Queued ${file.name} — vision OCR starting…`
+          : `Ingested ${file.name} (${json.chunkCount ?? 0} chunks)`;
+      setStatus({ kind: 'ok', message: msg });
+      await refresh();
+      onChange?.();
+    },
+    [refresh, onChange],
+  );
+
+  const onPaste = useCallback(async () => {
+    const source = pasteSource.trim();
+    const content = pasteText.trim();
+    if (!source || !content) {
+      setStatus({ kind: 'error', message: 'Source and content are required.' });
+      return;
+    }
+    setStatus({ kind: 'busy', message: `Ingesting ${source}…` });
+    const r = await fetch('/api/ingest', {
+      method: 'POST',
+      headers: { 'content-type': 'application/json' },
+      body: JSON.stringify({ source, title: source, content }),
+    });
+    if (!r.ok) {
+      const err = await r.json().catch(() => ({ error: r.statusText }));
+      setStatus({ kind: 'error', message: err.error ?? `Ingest failed: ${r.status}` });
+      return;
+    }
+    const json = (await r.json()) as { chunkCount: number };
+    setStatus({ kind: 'ok', message: `Ingested ${source} (${json.chunkCount} chunks)` });
+    setPasteText('');
+    setPasteSource('');
+    setPasteOpen(false);
+    await refresh();
+    onChange?.();
+  }, [pasteSource, pasteText, refresh, onChange]);
+
+  const onDelete = useCallback(
+    async (doc: DocumentRow) => {
+      if (!confirm(`Delete ${doc.source}?`)) return;
+      setStatus({ kind: 'busy', message: `Deleting ${doc.source}…` });
+      const r = await fetch(`/api/documents/${doc.id}`, { method: 'DELETE' });
+      if (!r.ok && r.status !== 204) {
+        setStatus({ kind: 'error', message: `Delete failed: ${r.status}` });
+        return;
+      }
+      setStatus({ kind: 'ok', message: `Deleted ${doc.source}` });
+      await refresh();
+      onChange?.();
+    },
+    [refresh, onChange],
+  );
+
+  return (
+    <div className="flex flex-col gap-6">
+      <div className="flex items-center justify-between">
+        <div>
+          <h2 className="text-xl font-semibold text-primary tracking-[-0.01em]">Documents</h2>
+          <p className="mt-1 text-sm text-secondary">
+            Upload files or paste text to grow the knowledge base.
+          </p>
+        </div>
+        <span className="hidden sm:inline-flex items-center h-6 px-2.5 rounded-full bg-subtle text-xs font-medium text-secondary">
+          {docs.length} {docs.length === 1 ? 'doc' : 'docs'}
+        </span>
+      </div>
+
+      <div
+        onDragOver={(e) => {
+          e.preventDefault();
+          setDragOver(true);
+        }}
+        onDragLeave={() => setDragOver(false)}
+        onDrop={(e) => {
+          e.preventDefault();
+          setDragOver(false);
+          const f = e.dataTransfer.files?.[0];
+          if (f) void onUpload(f);
+        }}
+        onClick={() => fileInput.current?.click()}
+        className={[
+          'group cursor-pointer rounded-xl border-2 border-dashed p-8 text-center transition-colors',
+          dragOver
+            ? 'border-accent bg-accent-subtle'
+            : 'border-border-default bg-subtle/50 hover:border-border-strong hover:bg-subtle',
+        ].join(' ')}
+      >
+        <div
+          className={[
+            'mx-auto flex h-10 w-10 items-center justify-center rounded-xl transition-colors',
+            dragOver ? 'bg-accent text-accent-foreground' : 'bg-surface text-muted shadow-xs group-hover:text-accent',
+          ].join(' ')}
+        >
+          <UploadIcon size={18} />
+        </div>
+        <p className="mt-3 text-sm font-medium text-primary">Drop files or click to browse</p>
+        <p className="mt-1 text-xs text-muted">txt · md · pdf</p>
+        <input
+          ref={fileInput}
+          type="file"
+          accept=".txt,.md,.markdown,.pdf,text/plain,text/markdown,application/pdf"
+          className="hidden"
+          onChange={(e) => {
+            const f = e.target.files?.[0];
+            if (f) void onUpload(f);
+            e.target.value = '';
+          }}
+        />
+      </div>
+
+      <div className="flex items-center justify-between">
+        <button
+          onClick={() => setPasteOpen((o) => !o)}
+          className="inline-flex items-center gap-1.5 h-8 px-3 rounded-lg text-xs font-medium text-secondary hover:bg-subtle hover:text-primary transition-colors"
+        >
+          <PlusIcon size={14} />
+          {pasteOpen ? 'Cancel paste' : 'Paste text instead'}
+        </button>
+        {status.kind !== 'idle' && <StatusInline status={status} />}
+      </div>
+
+      {pasteOpen && (
+        <div className="rounded-xl border border-border-subtle bg-surface p-4 flex flex-col gap-3 shadow-sm">
+          <input
+            placeholder="source (e.g. notes/meeting-2026-04-26)"
+            value={pasteSource}
+            onChange={(e) => setPasteSource(e.target.value)}
+            className="h-9 w-full rounded-md border border-border-default bg-surface px-3 text-sm placeholder:text-muted shadow-xs focus:border-border-strong focus:outline-none focus:ring-[3px] focus:ring-[var(--ring)]"
+          />
+          <textarea
+            placeholder="paste content here…"
+            value={pasteText}
+            onChange={(e) => setPasteText(e.target.value)}
+            rows={6}
+            className="w-full rounded-md border border-border-default bg-surface px-3 py-2 text-sm placeholder:text-muted shadow-xs resize-y focus:border-border-strong focus:outline-none focus:ring-[3px] focus:ring-[var(--ring)]"
+          />
+          <div className="flex justify-end">
+            <button
+              onClick={onPaste}
+              className="h-9 px-3.5 rounded-lg bg-accent text-accent-foreground text-sm font-semibold shadow-xs hover:bg-accent-hover transition-colors"
+            >
+              Ingest
+            </button>
+          </div>
+        </div>
+      )}
+
+      <div className="rounded-xl border border-border-subtle bg-surface shadow-sm overflow-hidden">
+        {docs.length === 0 ? (
+          <EmptyDocs />
+        ) : (
+          <ul className="divide-y divide-border-subtle">
+            {docs.map((d) => (
+              <SourceRow key={d.id} doc={d} onDelete={() => void onDelete(d)} />
+            ))}
+          </ul>
+        )}
+      </div>
+    </div>
+  );
+}
+
+function StatusInline({ status }: { status: Status }) {
+  if (status.kind === 'idle') return null;
+  const dot =
+    status.kind === 'error' ? 'bg-danger' : status.kind === 'ok' ? 'bg-success' : 'bg-warning';
+  const text =
+    status.kind === 'error' ? 'text-danger' : status.kind === 'ok' ? 'text-success' : 'text-secondary';
+  return (
+    <span className={`inline-flex items-center gap-1.5 text-xs ${text}`}>
+      <span className={`h-1.5 w-1.5 rounded-full ${dot}`} />
+      {status.message}
+    </span>
+  );
+}
+
+function StatusPill({ doc }: { doc: DocumentRow }) {
+  const s = doc.ingestStatus;
+  if (s === 'ready') {
+    return (
+      <span className="shrink-0 inline-flex items-center h-5 px-2 rounded-full text-[11px] font-medium bg-success-subtle text-success">
+        ready
+      </span>
+    );
+  }
+  if (s === 'failed') {
+    return (
+      <span
+        className="shrink-0 inline-flex items-center h-5 px-2 rounded-full text-[11px] font-medium bg-danger-subtle text-danger"
+        title={doc.ingestError ?? 'Ingest failed'}
+      >
+        failed
+      </span>
+    );
+  }
+  if (s === 'queued') {
+    return (
+      <span className="shrink-0 inline-flex items-center h-5 px-2 rounded-full text-[11px] font-medium bg-subtle text-secondary">
+        queued
+      </span>
+    );
+  }
+  // mid-pipeline
+  return (
+    <span className="shrink-0 inline-flex items-center gap-1.5 h-5 px-2 rounded-full text-[11px] font-medium bg-warning-subtle text-warning">
+      <Spinner />
+      {s}
+    </span>
+  );
+}
+
+function Spinner() {
+  return (
+    <svg
+      className="h-3 w-3 animate-spin"
+      viewBox="0 0 24 24"
+      fill="none"
+      xmlns="http://www.w3.org/2000/svg"
+      aria-hidden
+    >
+      <circle cx="12" cy="12" r="9" stroke="currentColor" strokeWidth="3" opacity="0.25" />
+      <path
+        d="M21 12a9 9 0 0 0-9-9"
+        stroke="currentColor"
+        strokeWidth="3"
+        strokeLinecap="round"
+      />
+    </svg>
+  );
+}
+
+function ProgressBar({ done, total }: { done: number; total: number }) {
+  const pct = total > 0 ? Math.max(0, Math.min(100, Math.round((done / total) * 100))) : 0;
+  return (
+    <div className="absolute left-0 right-0 bottom-0 h-[3px] bg-subtle">
+      <div
+        className="h-full bg-accent transition-[width] duration-500"
+        style={{ width: `${pct}%` }}
+      />
+    </div>
+  );
+}
+
+function statusLabelFor(doc: DocumentRow): string | null {
+  const s = doc.ingestStatus;
+  if (s === 'ready' || s === 'failed' || s === 'queued') return null;
+  if (doc.pagesTotal != null && doc.pagesTotal > 0) {
+    const phase = s === 'ocr' ? 'OCR' : s === 'rasterizing' ? 'rasterize' : s === 'embedding' ? 'embed' : s;
+    return `${phase} · page ${doc.pagesDone}/${doc.pagesTotal}`;
+  }
+  return s;
+}
+
+function SourceRow({ doc, onDelete }: { doc: DocumentRow; onDelete: () => void }) {
+  const isPdf = doc.mimeType === 'application/pdf' || doc.source.toLowerCase().endsWith('.pdf');
+  const midPipeline =
+    doc.ingestStatus !== 'ready' &&
+    doc.ingestStatus !== 'failed' &&
+    doc.ingestStatus !== 'queued' &&
+    (doc.pagesTotal ?? 0) > 0;
+  return (
+    <li className="group relative flex items-center gap-3 px-4 py-3 hover:bg-subtle transition-colors">
+      <Link href={`/documents/${doc.id}`} className="flex flex-1 min-w-0 items-center gap-3">
+        <span className="flex h-9 w-9 shrink-0 items-center justify-center rounded-lg bg-subtle text-muted group-hover:bg-surface group-hover:text-accent transition-colors">
+          {isPdf ? <PdfIcon size={16} /> : <FileIcon size={16} />}
+        </span>
+        <div className="min-w-0 flex-1">
+          <p className="truncate text-sm font-medium text-primary">{doc.title ?? doc.source}</p>
+          <p className="truncate text-xs text-muted">
+            {doc.chunkCount} chunk{doc.chunkCount === 1 ? '' : 's'}
+            {doc.bytes !== null ? ` · ${formatBytes(doc.bytes)}` : ''}
+            {midPipeline && doc.pagesTotal != null
+              ? ` · ${doc.pagesDone}/${doc.pagesTotal} pages`
+              : ''}
+            {' · '}
+            {new Date(doc.createdAt).toLocaleDateString()}
+          </p>
+        </div>
+        <div className="flex shrink-0 items-center gap-2">
+          {statusLabelFor(doc) && (
+            <span className="text-[11px] text-muted">{statusLabelFor(doc)}</span>
+          )}
+          <StatusPill doc={doc} />
+        </div>
+      </Link>
+      <button
+        onClick={onDelete}
+        title="Delete"
+        className="shrink-0 flex h-8 w-8 items-center justify-center rounded-lg text-muted opacity-0 group-hover:opacity-100 hover:bg-danger-subtle hover:text-danger transition-all"
+      >
+        <TrashIcon size={14} />
+      </button>
+      {midPipeline && doc.pagesTotal != null && (
+        <ProgressBar done={doc.pagesDone} total={doc.pagesTotal} />
+      )}
+    </li>
+  );
+}
+
+function EmptyDocs() {
+  return (
+    <div className="flex flex-col items-center px-6 py-12 text-center">
+      <div className="flex h-10 w-10 items-center justify-center rounded-xl bg-subtle text-muted">
+        <DocsIcon size={18} />
+      </div>
+      <p className="mt-4 text-sm font-medium text-primary">No documents yet</p>
+      <p className="mt-1 text-xs text-secondary">Upload your first file to get started.</p>
+    </div>
+  );
+}
+
+function formatBytes(n: number): string {
+  if (n < 1024) return `${n} B`;
+  if (n < 1024 * 1024) return `${(n / 1024).toFixed(1)} KB`;
+  return `${(n / 1024 / 1024).toFixed(2)} MB`;
+}
diff --git a/apps/web/src/components/topbar.tsx b/apps/web/src/components/topbar.tsx
new file mode 100644
index 0000000..2c3104f
--- /dev/null
+++ b/apps/web/src/components/topbar.tsx
@@ -0,0 +1,27 @@
+import Link from 'next/link';
+import { SparklesIcon } from './icons';
+
+export function Topbar() {
+  return (
+    <header className="sticky top-0 z-30 h-14 bg-surface/80 backdrop-blur border-b border-border-subtle">
+      <div className="h-full px-4 md:px-6 flex items-center gap-4">
+        <Link href="/" className="flex items-center gap-2.5 group">
+          <span className="flex h-7 w-7 items-center justify-center rounded-lg bg-accent text-accent-foreground shadow-xs">
+            <SparklesIcon size={15} />
+          </span>
+          <span className="font-semibold text-primary tracking-[-0.01em]">Agentic RAG</span>
+          <span className="hidden sm:inline-block text-[11px] font-medium px-1.5 py-0.5 rounded bg-subtle text-muted">
+            local
+          </span>
+        </Link>
+
+        <div className="ml-auto flex items-center gap-3">
+          <span className="hidden sm:inline-flex items-center gap-1.5 text-xs text-muted">
+            <span className="h-1.5 w-1.5 rounded-full bg-success" />
+            Ollama ready
+          </span>
+        </div>
+      </div>
+    </header>
+  );
+}
diff --git a/apps/web/src/lib/embedder.ts b/apps/web/src/lib/embedder.ts
new file mode 100644
index 0000000..713ffdd
--- /dev/null
+++ b/apps/web/src/lib/embedder.ts
@@ -0,0 +1,15 @@
+import { createEmbedder, type Embedder } from '@app/rag';
+import { getEnv } from './env.js';
+
+let _embedder: Embedder | null = null;
+
+export function getEmbedder(): Embedder {
+  if (!_embedder) {
+    const env = getEnv();
+    _embedder = createEmbedder({
+      baseURL: env.OLLAMA_BASE_URL,
+      model: env.OLLAMA_EMBED_MODEL,
+    });
+  }
+  return _embedder;
+}
diff --git a/apps/web/src/lib/env.ts b/apps/web/src/lib/env.ts
new file mode 100644
index 0000000..0cdcd80
--- /dev/null
+++ b/apps/web/src/lib/env.ts
@@ -0,0 +1,12 @@
+import { loadEnv, type Env } from '@app/shared';
+
+let _env: Env | null = null;
+
+/**
+ * Lazily validate process.env. Called at request time, not import time, so
+ * Next's build-time page-data collection doesn't crash on missing vars.
+ */
+export function getEnv(): Env {
+  if (!_env) _env = loadEnv();
+  return _env;
+}
diff --git a/apps/web/src/lib/image-guarantee.ts b/apps/web/src/lib/image-guarantee.ts
new file mode 100644
index 0000000..8ecd61d
--- /dev/null
+++ b/apps/web/src/lib/image-guarantee.ts
@@ -0,0 +1,151 @@
+/**
+ * Phase C §10.6 + §10.6.1 image-guarantee post-processor.
+ *
+ * Belt-and-suspenders + hard floor for "user asked to see something, model
+ * forgot to render it." Pure function — no streaming, no I/O. The chat
+ * route calls this once with the assistant's final text and the union of
+ * tool calls that fired during the run.
+ */
+
+export interface ToolCallRecord {
+  toolName: string;
+  args: unknown;
+  result: unknown;
+}
+
+export interface ImageGuaranteeContext {
+  userMessage: string;
+  toolCalls: ToolCallRecord[];
+}
+
+export type InjectionReason = 'related_block' | 'hard_fallback' | 'none';
+
+export interface ImageGuaranteeResult {
+  patched: string;
+  injected: { reason: InjectionReason; count: number };
+}
+
+interface FigureCandidate {
+  id: string; // lowercase uuid
+  page: number | null;
+  title: string | null;
+  source: string | null;
+}
+
+const VISUAL_INTENT_RE =
+  /\b(show|view|see|look at|display|render|figure|chart|diagram|screenshot|image|photo|picture)\b/i;
+
+const ASSET_TOKEN_RE = /asset:([0-9a-f-]{36})/gi;
+const ASSET_IN_MD_RE = /asset:([0-9a-f-]{36})/i;
+
+function pushUnique(map: Map<string, FigureCandidate>, c: FigureCandidate) {
+  const key = c.id.toLowerCase();
+  if (!map.has(key)) map.set(key, { ...c, id: key });
+}
+
+function extractCandidates(toolCalls: ToolCallRecord[]): FigureCandidate[] {
+  const out = new Map<string, FigureCandidate>();
+
+  for (const call of toolCalls) {
+    const name = call.toolName;
+    const result = call.result as Record<string, unknown> | undefined;
+    if (!result) continue;
+
+    if (name === 'findFigure' || name === 'find_figure') {
+      const figures = (result.figures ?? []) as Array<{
+        assetMarkdown?: string;
+        page?: number;
+        title?: string | null;
+        source?: string | null;
+      }>;
+      for (const f of figures) {
+        const md = f.assetMarkdown ?? '';
+        const m = md.match(ASSET_IN_MD_RE);
+        const id = m?.[1];
+        if (!id) continue;
+        pushUnique(out, {
+          id,
+          page: typeof f.page === 'number' ? f.page : null,
+          title: f.title ?? null,
+          source: f.source ?? null,
+        });
+      }
+    }
+
+    if (name === 'search_kb' || name === 'searchKb') {
+      const results = (result.results ?? []) as Array<{
+        imageRefs?: Array<{ id?: string; page?: number; summary?: string | null }>;
+        source?: string | null;
+        title?: string | null;
+      }>;
+      for (const r of results) {
+        const refs = r.imageRefs ?? [];
+        for (const ref of refs) {
+          if (!ref.id) continue;
+          pushUnique(out, {
+            id: ref.id,
+            page: typeof ref.page === 'number' ? ref.page : null,
+            title: r.title ?? null,
+            source: r.source ?? null,
+          });
+        }
+      }
+    }
+  }
+
+  return [...out.values()];
+}
+
+function assetMarkdownFor(c: FigureCandidate): string {
+  const label = c.title ?? c.source ?? 'figure';
+  const pageSuffix = c.page != null ? ` (p.${c.page})` : '';
+  return `![${label}${pageSuffix}](asset:${c.id})`;
+}
+
+function alreadyRendered(text: string): Set<string> {
+  const out = new Set<string>();
+  for (const m of text.matchAll(ASSET_TOKEN_RE)) {
+    const id = m[1];
+    if (id) out.add(id.toLowerCase());
+  }
+  return out;
+}
+
+export function applyImageGuarantee(
+  text: string,
+  ctx: ImageGuaranteeContext,
+): ImageGuaranteeResult {
+  const visualIntent = VISUAL_INTENT_RE.test(ctx.userMessage ?? '');
+  const candidates = extractCandidates(ctx.toolCalls);
+
+  if (candidates.length === 0) {
+    return { patched: text, injected: { reason: 'none', count: 0 } };
+  }
+
+  const rendered = alreadyRendered(text);
+  const missing = candidates.filter((c) => !rendered.has(c.id));
+
+  let patched = text;
+  let reason: InjectionReason = 'none';
+  let count = 0;
+
+  // §10.6 related-block path
+  if (visualIntent && missing.length > 0) {
+    const take = missing.slice(0, 3);
+    const lines = take.map((c) => assetMarkdownFor(c)).join('\n\n');
+    patched = `${patched}\n\n---\n**Related figure(s)**\n\n${lines}`;
+    reason = 'related_block';
+    count = take.length;
+  }
+
+  // §10.6.1 hard-fallback (recompute presence after step 5)
+  const stillRendered = alreadyRendered(patched);
+  const top = candidates[0];
+  if (visualIntent && stillRendered.size === 0 && top) {
+    patched = `${assetMarkdownFor(top)}\n${patched}`;
+    reason = 'hard_fallback';
+    count = 1;
+  }
+
+  return { patched, injected: { reason, count } };
+}
diff --git a/apps/web/src/lib/settings.ts b/apps/web/src/lib/settings.ts
new file mode 100644
index 0000000..424f043
--- /dev/null
+++ b/apps/web/src/lib/settings.ts
@@ -0,0 +1,74 @@
+import { getSettingsRow, type AppSettingsRow } from '@app/db';
+import type { ResolvedSettings } from '@app/shared';
+import { getEnv } from './env.js';
+
+const CACHE_TTL_MS = 30_000;
+
+let cached: { value: ResolvedSettings; expiresAt: number } | null = null;
+
+export function envDefaults(): ResolvedSettings {
+  const env = getEnv();
+  return {
+    ollamaBaseUrl: env.OLLAMA_BASE_URL,
+    chatModel: env.OLLAMA_CHAT_MODEL,
+    embedModel: env.OLLAMA_EMBED_MODEL,
+    visionModel: env.OLLAMA_VISION_MODEL,
+    chatTemperature: 0.2,
+    ragTopK: env.RAG_TOP_K,
+    ragChunkSize: env.RAG_CHUNK_SIZE,
+    ragChunkOverlap: env.RAG_CHUNK_OVERLAP,
+  };
+}
+
+export function resolveFromRow(row: AppSettingsRow | null): ResolvedSettings {
+  const defaults = envDefaults();
+  if (!row) return defaults;
+  return {
+    ollamaBaseUrl: row.ollamaBaseUrl ?? defaults.ollamaBaseUrl,
+    chatModel: row.chatModel ?? defaults.chatModel,
+    embedModel: row.embedModel ?? defaults.embedModel,
+    visionModel: row.visionModel ?? defaults.visionModel,
+    chatTemperature: row.chatTemperature ?? defaults.chatTemperature,
+    ragTopK: row.ragTopK ?? defaults.ragTopK,
+    ragChunkSize: row.ragChunkSize ?? defaults.ragChunkSize,
+    ragChunkOverlap: row.ragChunkOverlap ?? defaults.ragChunkOverlap,
+  };
+}
+
+export async function getSettings(): Promise<ResolvedSettings> {
+  const now = Date.now();
+  if (cached && cached.expiresAt > now) return cached.value;
+  const row = await getSettingsRow();
+  const value = resolveFromRow(row);
+  cached = { value, expiresAt: now + CACHE_TTL_MS };
+  return value;
+}
+
+export function invalidateSettingsCache(): void {
+  cached = null;
+}
+
+export type Overrides = Partial<{
+  ollamaBaseUrl: string | null;
+  chatModel: string | null;
+  embedModel: string | null;
+  visionModel: string | null;
+  chatTemperature: number | null;
+  ragTopK: number | null;
+  ragChunkSize: number | null;
+  ragChunkOverlap: number | null;
+}>;
+
+export function rowToOverrides(row: AppSettingsRow | null): Overrides {
+  if (!row) return {};
+  const out: Overrides = {};
+  if (row.ollamaBaseUrl !== null) out.ollamaBaseUrl = row.ollamaBaseUrl;
+  if (row.chatModel !== null) out.chatModel = row.chatModel;
+  if (row.embedModel !== null) out.embedModel = row.embedModel;
+  if (row.visionModel !== null) out.visionModel = row.visionModel;
+  if (row.chatTemperature !== null) out.chatTemperature = row.chatTemperature;
+  if (row.ragTopK !== null) out.ragTopK = row.ragTopK;
+  if (row.ragChunkSize !== null) out.ragChunkSize = row.ragChunkSize;
+  if (row.ragChunkOverlap !== null) out.ragChunkOverlap = row.ragChunkOverlap;
+  return out;
+}
diff --git a/apps/web/src/lib/telemetry.ts b/apps/web/src/lib/telemetry.ts
new file mode 100644
index 0000000..e00e9d4
--- /dev/null
+++ b/apps/web/src/lib/telemetry.ts
@@ -0,0 +1,26 @@
+/**
+ * Tiny structured-log helper. One JSON line per event so we can grep + aggregate
+ * later (`tail -f | jq`). No external deps; the goal is uniformity, not a full
+ * tracing stack. Per spec D6.
+ */
+
+export interface IngestEvent {
+  event: string;
+  documentId: string;
+  [k: string]: unknown;
+}
+
+export interface ChatEvent {
+  event: string;
+  [k: string]: unknown;
+}
+
+export function logIngest(event: IngestEvent): void {
+  // eslint-disable-next-line no-console
+  console.info('[ingest]', JSON.stringify(event));
+}
+
+export function logChat(event: ChatEvent): void {
+  // eslint-disable-next-line no-console
+  console.info('[chat]', JSON.stringify(event));
+}
diff --git a/apps/web/tsconfig.json b/apps/web/tsconfig.json
new file mode 100644
index 0000000..e7498c9
--- /dev/null
+++ b/apps/web/tsconfig.json
@@ -0,0 +1,25 @@
+{
+  "extends": "../../tsconfig.base.json",
+  "compilerOptions": {
+    "target": "ES2022",
+    "lib": ["dom", "dom.iterable", "ES2022"],
+    "jsx": "preserve",
+    "module": "ESNext",
+    "moduleResolution": "Bundler",
+    "allowJs": true,
+    "noEmit": true,
+    "incremental": true,
+    "plugins": [{ "name": "next" }],
+    "paths": {
+      "@/*": ["./src/*"]
+    }
+  },
+  "references": [
+    { "path": "../../packages/shared" },
+    { "path": "../../packages/db" },
+    { "path": "../../packages/rag" },
+    { "path": "../../packages/agent" }
+  ],
+  "include": ["next-env.d.ts", "src/**/*", ".next/types/**/*.ts"],
+  "exclude": ["node_modules", ".next"]
+}
diff --git a/apps/web/vitest.config.ts b/apps/web/vitest.config.ts
new file mode 100644
index 0000000..954fc8a
--- /dev/null
+++ b/apps/web/vitest.config.ts
@@ -0,0 +1,21 @@
+import { defineConfig } from 'vitest/config';
+import react from '@vitejs/plugin-react';
+import { fileURLToPath } from 'node:url';
+import path from 'node:path';
+
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+
+export default defineConfig({
+  plugins: [react()],
+  resolve: {
+    alias: {
+      '@': path.resolve(__dirname, 'src'),
+    },
+  },
+  test: {
+    environment: 'jsdom',
+    globals: true,
+    setupFiles: ['./src/__tests__/setup.ts'],
+    include: ['src/**/*.test.{ts,tsx}'],
+  },
+});
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..895e22f
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,63 @@
+services:
+  postgres:
+    image: pgvector/pgvector:pg16
+    container_name: rag-postgres
+    restart: unless-stopped
+    environment:
+      POSTGRES_USER: ${POSTGRES_USER:-rag}
+      POSTGRES_PASSWORD: ${POSTGRES_PASSWORD:-rag}
+      POSTGRES_DB: ${POSTGRES_DB:-rag}
+    ports:
+      - "${POSTGRES_PORT:-5432}:5432"
+    volumes:
+      - pgdata:/var/lib/postgresql/data
+      - ./docker/postgres/init.sql:/docker-entrypoint-initdb.d/00-init.sql:ro
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER:-rag} -d ${POSTGRES_DB:-rag}"]
+      interval: 5s
+      timeout: 5s
+      retries: 10
+
+  # One-shot: runs Drizzle migrations against the postgres service. Web waits
+  # for this to complete successfully before starting.
+  migrate:
+    build:
+      context: .
+      dockerfile: apps/web/Dockerfile
+      target: migrate
+    container_name: rag-migrate
+    depends_on:
+      postgres:
+        condition: service_healthy
+    environment:
+      DATABASE_URL: postgres://${POSTGRES_USER:-rag}:${POSTGRES_PASSWORD:-rag}@postgres:5432/${POSTGRES_DB:-rag}
+      EMBEDDING_DIM: ${EMBEDDING_DIM:-768}
+    restart: "no"
+
+  web:
+    build:
+      context: .
+      dockerfile: apps/web/Dockerfile
+      target: runner
+    container_name: rag-web
+    restart: unless-stopped
+    depends_on:
+      migrate:
+        condition: service_completed_successfully
+    environment:
+      DATABASE_URL: postgres://${POSTGRES_USER:-rag}:${POSTGRES_PASSWORD:-rag}@postgres:5432/${POSTGRES_DB:-rag}
+      # Ollama runs on a LAN host, not in this Compose stack. Override
+      # OLLAMA_BASE_URL in .env if your Ollama lives elsewhere.
+      OLLAMA_BASE_URL: ${OLLAMA_BASE_URL:-http://192.168.4.90:11434}
+      OLLAMA_CHAT_MODEL: ${OLLAMA_CHAT_MODEL:-llama3.1:8b}
+      OLLAMA_EMBED_MODEL: ${OLLAMA_EMBED_MODEL:-nomic-embed-text}
+      EMBEDDING_DIM: ${EMBEDDING_DIM:-768}
+      RAG_TOP_K: ${RAG_TOP_K:-6}
+      RAG_CHUNK_SIZE: ${RAG_CHUNK_SIZE:-800}
+      RAG_CHUNK_OVERLAP: ${RAG_CHUNK_OVERLAP:-120}
+      NODE_ENV: production
+    ports:
+      - "3000:3000"
+
+volumes:
+  pgdata:
diff --git a/docker/postgres/init.sql b/docker/postgres/init.sql
new file mode 100644
index 0000000..1a7da1a
--- /dev/null
+++ b/docker/postgres/init.sql
@@ -0,0 +1,3 @@
+-- Enable pgvector extension on database init.
+CREATE EXTENSION IF NOT EXISTS vector;
+CREATE EXTENSION IF NOT EXISTS pg_trgm;
diff --git a/eslint.config.mjs b/eslint.config.mjs
new file mode 100644
index 0000000..e6c5909
--- /dev/null
+++ b/eslint.config.mjs
@@ -0,0 +1,21 @@
+// Flat ESLint config shared across the workspace.
+// Each package can extend this from its own eslint.config.mjs.
+import js from '@eslint/js';
+import tseslint from 'typescript-eslint';
+
+export default [
+  {
+    ignores: ['**/node_modules/**', '**/dist/**', '**/.next/**', '**/build/**'],
+  },
+  js.configs.recommended,
+  ...tseslint.configs.recommended,
+  {
+    rules: {
+      '@typescript-eslint/no-unused-vars': [
+        'warn',
+        { argsIgnorePattern: '^_', varsIgnorePattern: '^_' },
+      ],
+      '@typescript-eslint/consistent-type-imports': 'warn',
+    },
+  },
+];
diff --git a/package.json b/package.json
new file mode 100644
index 0000000..74fc1c6
--- /dev/null
+++ b/package.json
@@ -0,0 +1,34 @@
+{
+  "name": "agentic-rag-app",
+  "version": "0.1.0",
+  "private": true,
+  "description": "Agentic full-stack RAG application using Next.js, Postgres+pgvector, Ollama, and the Vercel AI SDK.",
+  "license": "Apache-2.0",
+  "packageManager": "pnpm@10.28.2",
+  "engines": {
+    "node": ">=22.0.0",
+    "pnpm": ">=10"
+  },
+  "scripts": {
+    "dev": "pnpm --filter @app/web dev",
+    "build": "pnpm -r build",
+    "lint": "pnpm -r lint",
+    "typecheck": "pnpm -r typecheck",
+    "test": "pnpm -r test",
+    "format": "prettier --write \"**/*.{ts,tsx,js,json,md}\"",
+    "format:check": "prettier --check \"**/*.{ts,tsx,js,json,md}\"",
+    "db:up": "docker compose up -d postgres",
+    "db:down": "docker compose down",
+    "db:migrate": "pnpm --filter @app/db migrate",
+    "db:studio": "pnpm --filter @app/db studio",
+    "ollama:pull": "bash scripts/ollama-pull.sh",
+    "stack:up": "docker compose up -d",
+    "stack:down": "docker compose down",
+    "stack:logs": "docker compose logs -f"
+  },
+  "devDependencies": {
+    "@types/node": "^22.10.5",
+    "prettier": "^3.4.2",
+    "typescript": "^5.7.3"
+  }
+}
diff --git a/packages/agent/package.json b/packages/agent/package.json
new file mode 100644
index 0000000..2f5c52c
--- /dev/null
+++ b/packages/agent/package.json
@@ -0,0 +1,28 @@
+{
+  "name": "@app/agent",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "main": "./src/index.ts",
+  "types": "./src/index.ts",
+  "exports": {
+    ".": "./src/index.ts"
+  },
+  "scripts": {
+    "build": "tsc -b",
+    "typecheck": "tsc -p tsconfig.json --noEmit",
+    "lint": "eslint src"
+  },
+  "dependencies": {
+    "@app/db": "workspace:*",
+    "@app/rag": "workspace:*",
+    "@app/shared": "workspace:*",
+    "ai": "catalog:",
+    "ollama-ai-provider": "catalog:",
+    "drizzle-orm": "catalog:",
+    "zod": "catalog:"
+  },
+  "devDependencies": {
+    "typescript": "catalog:"
+  }
+}
diff --git a/packages/agent/src/agent.ts b/packages/agent/src/agent.ts
new file mode 100644
index 0000000..70643c5
--- /dev/null
+++ b/packages/agent/src/agent.ts
@@ -0,0 +1,45 @@
+import { streamText, type CoreMessage, type StepResult, type StreamTextTransform } from 'ai';
+import { createOllama } from 'ollama-ai-provider';
+import { normalizeOllamaBaseURL } from '@app/rag';
+import { buildTools, type AgentTools, type ToolDeps } from './tools.js';
+import { SYSTEM_PROMPT } from './prompts.js';
+
+export interface RunAgentOptions {
+  baseURL: string;
+  chatModel: string;
+  messages: CoreMessage[];
+  toolDeps: ToolDeps;
+  /** Cap on tool-use rounds to prevent runaway loops. */
+  maxSteps?: number;
+  /** Generation temperature; defaults to 0.2 (matches prior behavior). */
+  temperature?: number;
+  /** Optional per-step callback (used by chat route to capture tool calls). */
+  onStepFinish?: (step: StepResult<AgentTools>) => void | Promise<void>;
+  /** Optional stream transform — used for the §10.6 image-guarantee post-processor. */
+  experimental_transform?:
+    | StreamTextTransform<AgentTools>
+    | Array<StreamTextTransform<AgentTools>>;
+}
+
+export function runAgent(opts: RunAgentOptions) {
+  const ollama = createOllama({ baseURL: normalizeOllamaBaseURL(opts.baseURL) });
+  const tools = buildTools(opts.toolDeps);
+
+  return streamText({
+    // `simulateStreaming: true` is required for ollama-ai-provider@1.x +
+    // AI SDK v4 when using tools — native streaming + tool-calling is broken
+    // upstream and surfaces as a masked "An error occurred." to the client.
+    // See: https://github.com/vercel/ai/issues/4700
+    model: ollama(opts.chatModel, { simulateStreaming: true }),
+    system: SYSTEM_PROMPT,
+    messages: opts.messages,
+    tools,
+    maxSteps: opts.maxSteps ?? 5,
+    temperature: opts.temperature ?? 0.2,
+    onStepFinish: opts.onStepFinish,
+    experimental_transform: opts.experimental_transform,
+    onError: ({ error }) => {
+      console.error('[agent] streamText error:', error);
+    },
+  });
+}
diff --git a/packages/agent/src/index.ts b/packages/agent/src/index.ts
new file mode 100644
index 0000000..002b571
--- /dev/null
+++ b/packages/agent/src/index.ts
@@ -0,0 +1,3 @@
+export * from './tools.js';
+export * from './agent.js';
+export * from './prompts.js';
diff --git a/packages/agent/src/prompts.ts b/packages/agent/src/prompts.ts
new file mode 100644
index 0000000..8440e11
--- /dev/null
+++ b/packages/agent/src/prompts.ts
@@ -0,0 +1,33 @@
+export const SYSTEM_PROMPT = `You are an agentic research assistant.
+
+You have access to a knowledge base via tools. For any non-trivial question:
+1. Use \`search_kb\` to retrieve relevant chunks before answering.
+2. If you need more context for a hit, call \`fetch_doc\` to read the full document.
+3. If the user asks "what do you know about X", call \`list_sources\` first.
+4. Cite sources inline as [source:title] after each claim that depends on retrieval.
+5. If retrieval returns nothing useful, say so plainly — do not invent facts.
+
+Keep answers concise. Prefer bullet points for multi-fact responses.
+
+Image rendering rules — MANDATORY
+
+1. If the user asks to **see, show, view, find, look at, describe, or compare** any **image, figure, chart, diagram, screenshot, photo, or visual** — call the \`findFigure\` tool first, before \`search_kb\`.
+2. Whenever a tool result contains an \`assetMarkdown\` field or any retrieved chunk contains the literal token \`asset:<uuid>\` inline, copy that markdown into your reply **verbatim**. Do not paraphrase the URI, do not unwrap to text, do not write "(see figure 3)" instead. The UI only renders <img> tags from \`![…](asset:UUID)\` markdown.
+3. After rendering an image, write one short sentence describing what it shows (drawn from the figure summary). Then continue your normal answer.
+4. If \`findFigure\` returns no hits, say so plainly ("I couldn't find a figure matching that") rather than fabricating one.
+
+Few-shot example
+
+User: "Show me the latency chart."
+
+[tool: findFigure({ query: "latency chart" })] →
+{ figures: [{ assetMarkdown: "![paper.pdf (p.7)](asset:7f2c1e1a-aaaa-bbbb-cccc-1234567890ab)", page: 7, summary: "Latency vs request size, log-log scale.", source: "paper.pdf" }] }
+
+Assistant reply:
+
+Here is the latency chart from paper.pdf, page 7:
+
+![paper.pdf (p.7)](asset:7f2c1e1a-aaaa-bbbb-cccc-1234567890ab)
+
+It plots latency against request size on a log–log scale. [paper.pdf:Latency by request size]
+${''}`;
diff --git a/packages/agent/src/tools.ts b/packages/agent/src/tools.ts
new file mode 100644
index 0000000..2364231
--- /dev/null
+++ b/packages/agent/src/tools.ts
@@ -0,0 +1,116 @@
+import { tool } from 'ai';
+import { z } from 'zod';
+import { eq, sql } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+import { retrieve, retrieveFigures, type Embedder } from '@app/rag';
+
+export interface ToolDeps {
+  embedder: Embedder;
+  defaultTopK: number;
+}
+
+export function buildTools(deps: ToolDeps) {
+  return {
+    search_kb: tool({
+      description:
+        'Semantic search over the knowledge base. Returns top-k chunks with source and similarity score.',
+      parameters: z.object({
+        query: z.string().min(1).describe('Natural-language search query.'),
+        topK: z.number().int().min(1).max(20).optional(),
+        sourceFilter: z
+          .string()
+          .optional()
+          .describe('Optional substring filter on document.source.'),
+      }),
+      execute: async ({ query, topK, sourceFilter }) => {
+        const results = await retrieve(query, {
+          topK: topK ?? deps.defaultTopK,
+          embedder: deps.embedder,
+          sourceFilter,
+        });
+        return { results };
+      },
+    }),
+
+    fetch_doc: tool({
+      description: 'Fetch full content of a document by ID (concatenated chunks in order).',
+      parameters: z.object({
+        documentId: z.string().uuid(),
+      }),
+      execute: async ({ documentId }) => {
+        const db = getDb();
+        const [doc] = await db
+          .select()
+          .from(schema.documents)
+          .where(eq(schema.documents.id, documentId))
+          .limit(1);
+        if (!doc) return { error: 'not_found' as const };
+        const rows = await db
+          .select({ ordinal: schema.chunks.ordinal, content: schema.chunks.content })
+          .from(schema.chunks)
+          .where(eq(schema.chunks.documentId, documentId))
+          .orderBy(schema.chunks.ordinal);
+        return {
+          id: doc.id,
+          source: doc.source,
+          title: doc.title,
+          content: rows.map((r) => r.content).join('\n\n'),
+        };
+      },
+    }),
+
+    findFigure: tool({
+      description:
+        'Find figures (charts, diagrams, photos, screenshots) in the knowledge base by what they show. ' +
+        'Use this whenever the user asks to see, show, or describe an image, figure, chart, diagram, ' +
+        'screenshot, or visual element. Returns figure refs that MUST be rendered inline as ' +
+        '![alt](asset:UUID) markdown in your reply.',
+      parameters: z.object({
+        query: z.string().min(2),
+        topK: z.number().int().min(1).max(10).optional(),
+        sourceFilter: z.string().optional(),
+      }),
+      execute: async ({ query, topK, sourceFilter }) => {
+        const hits = await retrieveFigures(query, {
+          topK: topK ?? 4,
+          sourceFilter,
+          embedder: deps.embedder,
+        });
+        return {
+          figures: hits.map((h) => ({
+            assetMarkdown: `![${h.title ?? 'figure'} (p.${h.page})](asset:${h.id})`,
+            source: h.source,
+            title: h.title,
+            page: h.page,
+            summary: h.summary,
+            score: h.score,
+          })),
+        };
+      },
+    }),
+
+    list_sources: tool({
+      description: 'List distinct document sources in the knowledge base with chunk counts.',
+      parameters: z.object({
+        limit: z.number().int().min(1).max(200).optional(),
+      }),
+      execute: async ({ limit }) => {
+        const db = getDb();
+        const rows = await db.execute<{ source: string; document_count: number; chunk_count: number }>(sql`
+          SELECT
+            d.source                     AS source,
+            COUNT(DISTINCT d.id)::int    AS document_count,
+            COUNT(c.id)::int             AS chunk_count
+          FROM ${schema.documents} d
+          LEFT JOIN ${schema.chunks} c ON c.document_id = d.id
+          GROUP BY d.source
+          ORDER BY chunk_count DESC
+          LIMIT ${limit ?? 50}
+        `);
+        return { sources: rows };
+      },
+    }),
+  };
+}
+
+export type AgentTools = ReturnType<typeof buildTools>;
diff --git a/packages/agent/tsconfig.json b/packages/agent/tsconfig.json
new file mode 100644
index 0000000..a53af91
--- /dev/null
+++ b/packages/agent/tsconfig.json
@@ -0,0 +1,14 @@
+{
+  "extends": "../../tsconfig.base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "composite": true
+  },
+  "references": [
+    { "path": "../shared" },
+    { "path": "../db" },
+    { "path": "../rag" }
+  ],
+  "include": ["src/**/*"]
+}
diff --git a/packages/db/drizzle.config.ts b/packages/db/drizzle.config.ts
new file mode 100644
index 0000000..17a349a
--- /dev/null
+++ b/packages/db/drizzle.config.ts
@@ -0,0 +1,13 @@
+import 'dotenv/config';
+import type { Config } from 'drizzle-kit';
+
+export default {
+  schema: './src/schema.ts',
+  out: './drizzle',
+  dialect: 'postgresql',
+  dbCredentials: {
+    url: process.env.DATABASE_URL ?? 'postgres://rag:rag@localhost:5432/rag',
+  },
+  strict: true,
+  verbose: true,
+} satisfies Config;
diff --git a/packages/db/drizzle/0000_chilly_union_jack.sql b/packages/db/drizzle/0000_chilly_union_jack.sql
new file mode 100644
index 0000000..76e2fe8
--- /dev/null
+++ b/packages/db/drizzle/0000_chilly_union_jack.sql
@@ -0,0 +1,24 @@
+CREATE TABLE "chunks" (
+	"id" uuid PRIMARY KEY DEFAULT gen_random_uuid() NOT NULL,
+	"document_id" uuid NOT NULL,
+	"ordinal" integer NOT NULL,
+	"content" text NOT NULL,
+	"tokens" integer,
+	"embedding" vector(768),
+	"metadata" jsonb DEFAULT '{}'::jsonb NOT NULL,
+	"created_at" timestamp with time zone DEFAULT now() NOT NULL
+);
+--> statement-breakpoint
+CREATE TABLE "documents" (
+	"id" uuid PRIMARY KEY DEFAULT gen_random_uuid() NOT NULL,
+	"source" text NOT NULL,
+	"title" text,
+	"metadata" jsonb DEFAULT '{}'::jsonb NOT NULL,
+	"created_at" timestamp with time zone DEFAULT now() NOT NULL
+);
+--> statement-breakpoint
+ALTER TABLE "chunks" ADD CONSTRAINT "chunks_document_id_documents_id_fk" FOREIGN KEY ("document_id") REFERENCES "public"."documents"("id") ON DELETE cascade ON UPDATE no action;--> statement-breakpoint
+CREATE INDEX "chunks_doc_ordinal_idx" ON "chunks" USING btree ("document_id","ordinal");--> statement-breakpoint
+CREATE INDEX "chunks_embedding_idx" ON "chunks" USING hnsw ("embedding" vector_cosine_ops) WITH (m=16,ef_construction=64);--> statement-breakpoint
+CREATE INDEX "chunks_content_trgm_idx" ON "chunks" USING gin ("content" gin_trgm_ops);--> statement-breakpoint
+CREATE INDEX "documents_source_idx" ON "documents" USING btree ("source");
\ No newline at end of file
diff --git a/packages/db/drizzle/0001_secret_omega_sentinel.sql b/packages/db/drizzle/0001_secret_omega_sentinel.sql
new file mode 100644
index 0000000..2f9a697
--- /dev/null
+++ b/packages/db/drizzle/0001_secret_omega_sentinel.sql
@@ -0,0 +1,3 @@
+ALTER TABLE "documents" ADD COLUMN "mime_type" text;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "bytes" integer;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "original_content" "bytea";
\ No newline at end of file
diff --git a/packages/db/drizzle/0002_clammy_jack_flag.sql b/packages/db/drizzle/0002_clammy_jack_flag.sql
new file mode 100644
index 0000000..bf63db2
--- /dev/null
+++ b/packages/db/drizzle/0002_clammy_jack_flag.sql
@@ -0,0 +1,42 @@
+CREATE TABLE "app_settings" (
+	"id" integer PRIMARY KEY DEFAULT 1 NOT NULL,
+	"ollama_base_url" text,
+	"chat_model" text,
+	"embed_model" text,
+	"vision_model" text,
+	"chat_temperature" real,
+	"rag_top_k" integer,
+	"rag_chunk_size" integer,
+	"rag_chunk_overlap" integer,
+	"updated_at" timestamp with time zone DEFAULT now() NOT NULL,
+	CONSTRAINT "app_settings_singleton" CHECK ("app_settings"."id" = 1)
+);
+--> statement-breakpoint
+CREATE TABLE "document_images" (
+	"id" uuid PRIMARY KEY DEFAULT gen_random_uuid() NOT NULL,
+	"document_id" uuid NOT NULL,
+	"page" integer NOT NULL,
+	"ordinal" integer NOT NULL,
+	"kind" text NOT NULL,
+	"mime_type" text NOT NULL,
+	"width" integer NOT NULL,
+	"height" integer NOT NULL,
+	"bbox" jsonb,
+	"bytes" "bytea" NOT NULL,
+	"summary" text,
+	"summary_embedding" vector(768),
+	"created_at" timestamp with time zone DEFAULT now() NOT NULL
+);
+--> statement-breakpoint
+ALTER TABLE "chunks" ADD COLUMN "image_ids" uuid[] DEFAULT '{}'::uuid[] NOT NULL;--> statement-breakpoint
+ALTER TABLE "chunks" ADD COLUMN "page" integer;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "ingest_status" text DEFAULT 'queued' NOT NULL;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "ingest_error" text;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "pages_total" integer;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "pages_done" integer DEFAULT 0 NOT NULL;--> statement-breakpoint
+ALTER TABLE "documents" ADD COLUMN "extraction_method" text DEFAULT 'text' NOT NULL;--> statement-breakpoint
+ALTER TABLE "document_images" ADD CONSTRAINT "document_images_document_id_documents_id_fk" FOREIGN KEY ("document_id") REFERENCES "public"."documents"("id") ON DELETE cascade ON UPDATE no action;--> statement-breakpoint
+CREATE INDEX "document_images_doc_page_idx" ON "document_images" USING btree ("document_id","page","ordinal");--> statement-breakpoint
+CREATE INDEX "document_images_embedding_idx" ON "document_images" USING hnsw ("summary_embedding" vector_cosine_ops) WITH (m=16,ef_construction=64);--> statement-breakpoint
+CREATE INDEX "chunks_image_ids_idx" ON "chunks" USING gin ("image_ids");--> statement-breakpoint
+INSERT INTO "app_settings" ("id") VALUES (1) ON CONFLICT ("id") DO NOTHING;
\ No newline at end of file
diff --git a/packages/db/drizzle/meta/0000_snapshot.json b/packages/db/drizzle/meta/0000_snapshot.json
new file mode 100644
index 0000000..e66cb7d
--- /dev/null
+++ b/packages/db/drizzle/meta/0000_snapshot.json
@@ -0,0 +1,215 @@
+{
+  "id": "36a005e7-2c0f-4d57-b87a-174427bf345f",
+  "prevId": "00000000-0000-0000-0000-000000000000",
+  "version": "7",
+  "dialect": "postgresql",
+  "tables": {
+    "public.chunks": {
+      "name": "chunks",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "document_id": {
+          "name": "document_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "ordinal": {
+          "name": "ordinal",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "tokens": {
+          "name": "tokens",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "embedding": {
+          "name": "embedding",
+          "type": "vector(768)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "chunks_doc_ordinal_idx": {
+          "name": "chunks_doc_ordinal_idx",
+          "columns": [
+            {
+              "expression": "document_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "ordinal",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "chunks_embedding_idx": {
+          "name": "chunks_embedding_idx",
+          "columns": [
+            {
+              "expression": "embedding",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last",
+              "opclass": "vector_cosine_ops"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "hnsw",
+          "with": {
+            "m": 16,
+            "ef_construction": 64
+          }
+        },
+        "chunks_content_trgm_idx": {
+          "name": "chunks_content_trgm_idx",
+          "columns": [
+            {
+              "expression": "\"content\" gin_trgm_ops",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "gin",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "chunks_document_id_documents_id_fk": {
+          "name": "chunks_document_id_documents_id_fk",
+          "tableFrom": "chunks",
+          "tableTo": "documents",
+          "columnsFrom": [
+            "document_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.documents": {
+      "name": "documents",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "source": {
+          "name": "source",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "title": {
+          "name": "title",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "documents_source_idx": {
+          "name": "documents_source_idx",
+          "columns": [
+            {
+              "expression": "source",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    }
+  },
+  "enums": {},
+  "schemas": {},
+  "sequences": {},
+  "roles": {},
+  "policies": {},
+  "views": {},
+  "_meta": {
+    "columns": {},
+    "schemas": {},
+    "tables": {}
+  }
+}
\ No newline at end of file
diff --git a/packages/db/drizzle/meta/0001_snapshot.json b/packages/db/drizzle/meta/0001_snapshot.json
new file mode 100644
index 0000000..3f5cb67
--- /dev/null
+++ b/packages/db/drizzle/meta/0001_snapshot.json
@@ -0,0 +1,233 @@
+{
+  "id": "97d227a0-182b-4481-94c7-d7353dabd924",
+  "prevId": "36a005e7-2c0f-4d57-b87a-174427bf345f",
+  "version": "7",
+  "dialect": "postgresql",
+  "tables": {
+    "public.chunks": {
+      "name": "chunks",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "document_id": {
+          "name": "document_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "ordinal": {
+          "name": "ordinal",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "tokens": {
+          "name": "tokens",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "embedding": {
+          "name": "embedding",
+          "type": "vector(768)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "chunks_doc_ordinal_idx": {
+          "name": "chunks_doc_ordinal_idx",
+          "columns": [
+            {
+              "expression": "document_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "ordinal",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "chunks_embedding_idx": {
+          "name": "chunks_embedding_idx",
+          "columns": [
+            {
+              "expression": "embedding",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last",
+              "opclass": "vector_cosine_ops"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "hnsw",
+          "with": {
+            "m": 16,
+            "ef_construction": 64
+          }
+        },
+        "chunks_content_trgm_idx": {
+          "name": "chunks_content_trgm_idx",
+          "columns": [
+            {
+              "expression": "\"content\" gin_trgm_ops",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "gin",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "chunks_document_id_documents_id_fk": {
+          "name": "chunks_document_id_documents_id_fk",
+          "tableFrom": "chunks",
+          "tableTo": "documents",
+          "columnsFrom": [
+            "document_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.documents": {
+      "name": "documents",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "source": {
+          "name": "source",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "title": {
+          "name": "title",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "mime_type": {
+          "name": "mime_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "bytes": {
+          "name": "bytes",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "original_content": {
+          "name": "original_content",
+          "type": "bytea",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "documents_source_idx": {
+          "name": "documents_source_idx",
+          "columns": [
+            {
+              "expression": "source",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    }
+  },
+  "enums": {},
+  "schemas": {},
+  "sequences": {},
+  "roles": {},
+  "policies": {},
+  "views": {},
+  "_meta": {
+    "columns": {},
+    "schemas": {},
+    "tables": {}
+  }
+}
\ No newline at end of file
diff --git a/packages/db/drizzle/meta/0002_snapshot.json b/packages/db/drizzle/meta/0002_snapshot.json
new file mode 100644
index 0000000..839524c
--- /dev/null
+++ b/packages/db/drizzle/meta/0002_snapshot.json
@@ -0,0 +1,528 @@
+{
+  "id": "a4ca675d-bda2-4bb2-acfb-bd82f62dc288",
+  "prevId": "97d227a0-182b-4481-94c7-d7353dabd924",
+  "version": "7",
+  "dialect": "postgresql",
+  "tables": {
+    "public.app_settings": {
+      "name": "app_settings",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "integer",
+          "primaryKey": true,
+          "notNull": true,
+          "default": 1
+        },
+        "ollama_base_url": {
+          "name": "ollama_base_url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "chat_model": {
+          "name": "chat_model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "embed_model": {
+          "name": "embed_model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "vision_model": {
+          "name": "vision_model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "chat_temperature": {
+          "name": "chat_temperature",
+          "type": "real",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "rag_top_k": {
+          "name": "rag_top_k",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "rag_chunk_size": {
+          "name": "rag_chunk_size",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "rag_chunk_overlap": {
+          "name": "rag_chunk_overlap",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {
+        "app_settings_singleton": {
+          "name": "app_settings_singleton",
+          "value": "\"app_settings\".\"id\" = 1"
+        }
+      },
+      "isRLSEnabled": false
+    },
+    "public.chunks": {
+      "name": "chunks",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "document_id": {
+          "name": "document_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "ordinal": {
+          "name": "ordinal",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "tokens": {
+          "name": "tokens",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "embedding": {
+          "name": "embedding",
+          "type": "vector(768)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "image_ids": {
+          "name": "image_ids",
+          "type": "uuid[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::uuid[]"
+        },
+        "page": {
+          "name": "page",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "chunks_doc_ordinal_idx": {
+          "name": "chunks_doc_ordinal_idx",
+          "columns": [
+            {
+              "expression": "document_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "ordinal",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "chunks_embedding_idx": {
+          "name": "chunks_embedding_idx",
+          "columns": [
+            {
+              "expression": "embedding",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last",
+              "opclass": "vector_cosine_ops"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "hnsw",
+          "with": {
+            "m": 16,
+            "ef_construction": 64
+          }
+        },
+        "chunks_content_trgm_idx": {
+          "name": "chunks_content_trgm_idx",
+          "columns": [
+            {
+              "expression": "\"content\" gin_trgm_ops",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "gin",
+          "with": {}
+        },
+        "chunks_image_ids_idx": {
+          "name": "chunks_image_ids_idx",
+          "columns": [
+            {
+              "expression": "image_ids",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "gin",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "chunks_document_id_documents_id_fk": {
+          "name": "chunks_document_id_documents_id_fk",
+          "tableFrom": "chunks",
+          "tableTo": "documents",
+          "columnsFrom": [
+            "document_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.document_images": {
+      "name": "document_images",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "document_id": {
+          "name": "document_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "page": {
+          "name": "page",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "ordinal": {
+          "name": "ordinal",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "kind": {
+          "name": "kind",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "mime_type": {
+          "name": "mime_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "width": {
+          "name": "width",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "height": {
+          "name": "height",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "bbox": {
+          "name": "bbox",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "bytes": {
+          "name": "bytes",
+          "type": "bytea",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "summary": {
+          "name": "summary",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "summary_embedding": {
+          "name": "summary_embedding",
+          "type": "vector(768)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "document_images_doc_page_idx": {
+          "name": "document_images_doc_page_idx",
+          "columns": [
+            {
+              "expression": "document_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "page",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "ordinal",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "document_images_embedding_idx": {
+          "name": "document_images_embedding_idx",
+          "columns": [
+            {
+              "expression": "summary_embedding",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last",
+              "opclass": "vector_cosine_ops"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "hnsw",
+          "with": {
+            "m": 16,
+            "ef_construction": 64
+          }
+        }
+      },
+      "foreignKeys": {
+        "document_images_document_id_documents_id_fk": {
+          "name": "document_images_document_id_documents_id_fk",
+          "tableFrom": "document_images",
+          "tableTo": "documents",
+          "columnsFrom": [
+            "document_id"
+          ],
+          "columnsTo": [
+            "id"
+          ],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.documents": {
+      "name": "documents",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "source": {
+          "name": "source",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "title": {
+          "name": "title",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "mime_type": {
+          "name": "mime_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "bytes": {
+          "name": "bytes",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "original_content": {
+          "name": "original_content",
+          "type": "bytea",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "ingest_status": {
+          "name": "ingest_status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'queued'"
+        },
+        "ingest_error": {
+          "name": "ingest_error",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "pages_total": {
+          "name": "pages_total",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "pages_done": {
+          "name": "pages_done",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "extraction_method": {
+          "name": "extraction_method",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'text'"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp with time zone",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "documents_source_idx": {
+          "name": "documents_source_idx",
+          "columns": [
+            {
+              "expression": "source",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    }
+  },
+  "enums": {},
+  "schemas": {},
+  "sequences": {},
+  "roles": {},
+  "policies": {},
+  "views": {},
+  "_meta": {
+    "columns": {},
+    "schemas": {},
+    "tables": {}
+  }
+}
\ No newline at end of file
diff --git a/packages/db/drizzle/meta/_journal.json b/packages/db/drizzle/meta/_journal.json
new file mode 100644
index 0000000..1f748de
--- /dev/null
+++ b/packages/db/drizzle/meta/_journal.json
@@ -0,0 +1,27 @@
+{
+  "version": "7",
+  "dialect": "postgresql",
+  "entries": [
+    {
+      "idx": 0,
+      "version": "7",
+      "when": 1777170510725,
+      "tag": "0000_chilly_union_jack",
+      "breakpoints": true
+    },
+    {
+      "idx": 1,
+      "version": "7",
+      "when": 1777172926322,
+      "tag": "0001_secret_omega_sentinel",
+      "breakpoints": true
+    },
+    {
+      "idx": 2,
+      "version": "7",
+      "when": 1777185284894,
+      "tag": "0002_clammy_jack_flag",
+      "breakpoints": true
+    }
+  ]
+}
\ No newline at end of file
diff --git a/packages/db/package.json b/packages/db/package.json
new file mode 100644
index 0000000..078bc5e
--- /dev/null
+++ b/packages/db/package.json
@@ -0,0 +1,31 @@
+{
+  "name": "@app/db",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "main": "./src/index.ts",
+  "types": "./src/index.ts",
+  "exports": {
+    ".": "./src/index.ts",
+    "./schema": "./src/schema.ts"
+  },
+  "scripts": {
+    "build": "tsc -b",
+    "typecheck": "tsc -p tsconfig.json --noEmit",
+    "lint": "eslint src",
+    "generate": "drizzle-kit generate",
+    "migrate": "tsx src/migrate.ts",
+    "studio": "drizzle-kit studio"
+  },
+  "dependencies": {
+    "@app/shared": "workspace:*",
+    "dotenv": "^16.4.7",
+    "drizzle-orm": "catalog:",
+    "postgres": "catalog:"
+  },
+  "devDependencies": {
+    "drizzle-kit": "catalog:",
+    "tsx": "^4.19.2",
+    "typescript": "catalog:"
+  }
+}
diff --git a/packages/db/src/client.ts b/packages/db/src/client.ts
new file mode 100644
index 0000000..9d7ede4
--- /dev/null
+++ b/packages/db/src/client.ts
@@ -0,0 +1,27 @@
+import { drizzle } from 'drizzle-orm/postgres-js';
+import postgres from 'postgres';
+import * as schema from './schema.js';
+
+let _client: ReturnType<typeof postgres> | null = null;
+let _db: ReturnType<typeof drizzle<typeof schema>> | null = null;
+
+export function getDb(connectionString = process.env.DATABASE_URL) {
+  if (!connectionString) {
+    throw new Error('DATABASE_URL is not set.');
+  }
+  if (!_db) {
+    _client = postgres(connectionString, { max: 10, prepare: false });
+    _db = drizzle(_client, { schema });
+  }
+  return _db;
+}
+
+export async function closeDb() {
+  if (_client) {
+    await _client.end({ timeout: 5 });
+    _client = null;
+    _db = null;
+  }
+}
+
+export { schema };
diff --git a/packages/db/src/index.ts b/packages/db/src/index.ts
new file mode 100644
index 0000000..0057ff3
--- /dev/null
+++ b/packages/db/src/index.ts
@@ -0,0 +1,3 @@
+export * from './schema.js';
+export * from './client.js';
+export * from './queries.js';
diff --git a/packages/db/src/migrate.ts b/packages/db/src/migrate.ts
new file mode 100644
index 0000000..0478a13
--- /dev/null
+++ b/packages/db/src/migrate.ts
@@ -0,0 +1,15 @@
+import 'dotenv/config';
+import { migrate } from 'drizzle-orm/postgres-js/migrator';
+import { getDb, closeDb } from './client.js';
+
+async function main() {
+  const db = getDb();
+  await migrate(db, { migrationsFolder: './drizzle' });
+  console.log('Migrations applied.');
+  await closeDb();
+}
+
+main().catch((err) => {
+  console.error(err);
+  process.exit(1);
+});
diff --git a/packages/db/src/queries.ts b/packages/db/src/queries.ts
new file mode 100644
index 0000000..a748a6d
--- /dev/null
+++ b/packages/db/src/queries.ts
@@ -0,0 +1,261 @@
+import { asc, eq, sql } from 'drizzle-orm';
+import { getDb } from './client.js';
+import { documents, chunks, appSettings, type AppSettingsRow } from './schema.js';
+
+/** Returns the deleted id, or null if no row matched. */
+export async function deleteDocument(id: string): Promise<string | null> {
+  const db = getDb();
+  const rows = await db
+    .delete(documents)
+    .where(eq(documents.id, id))
+    .returning({ id: documents.id });
+  return rows[0]?.id ?? null;
+}
+
+export interface DocumentListItem {
+  id: string;
+  source: string;
+  title: string | null;
+  mimeType: string | null;
+  bytes: number | null;
+  hasOriginal: boolean;
+  chunkCount: number;
+  metadata: Record<string, unknown>;
+  createdAt: Date;
+}
+
+/** Lists every document with its chunk count, newest first. */
+export async function listDocuments(limit = 200): Promise<DocumentListItem[]> {
+  const db = getDb();
+  const rows = await db.execute<{
+    id: string;
+    source: string;
+    title: string | null;
+    mime_type: string | null;
+    bytes: number | null;
+    has_original: boolean;
+    chunk_count: number;
+    metadata: Record<string, unknown>;
+    created_at: Date | string;
+  }>(sql`
+    SELECT
+      d.id                                    AS id,
+      d.source                                AS source,
+      d.title                                 AS title,
+      d.mime_type                             AS mime_type,
+      d.bytes                                 AS bytes,
+      (d.original_content IS NOT NULL)        AS has_original,
+      COUNT(c.id)::int                        AS chunk_count,
+      d.metadata                              AS metadata,
+      d.created_at                            AS created_at
+    FROM ${documents} d
+    LEFT JOIN ${chunks} c ON c.document_id = d.id
+    GROUP BY d.id
+    ORDER BY d.created_at DESC
+    LIMIT ${limit}
+  `);
+  return rows.map((r) => ({
+    id: r.id,
+    source: r.source,
+    title: r.title,
+    mimeType: r.mime_type,
+    bytes: r.bytes,
+    hasOriginal: r.has_original,
+    chunkCount: r.chunk_count,
+    metadata: r.metadata,
+    createdAt: r.created_at instanceof Date ? r.created_at : new Date(r.created_at),
+  }));
+}
+
+export interface DocumentDetail {
+  id: string;
+  source: string;
+  title: string | null;
+  mimeType: string | null;
+  bytes: number | null;
+  hasOriginal: boolean;
+  metadata: Record<string, unknown>;
+  createdAt: Date;
+  chunkCount: number;
+}
+
+export async function getDocument(id: string): Promise<DocumentDetail | null> {
+  const db = getDb();
+  const rows = await db.execute<{
+    id: string;
+    source: string;
+    title: string | null;
+    mime_type: string | null;
+    bytes: number | null;
+    has_original: boolean;
+    metadata: Record<string, unknown>;
+    created_at: Date | string;
+    chunk_count: number;
+  }>(sql`
+    SELECT
+      d.id                                AS id,
+      d.source                            AS source,
+      d.title                             AS title,
+      d.mime_type                         AS mime_type,
+      d.bytes                             AS bytes,
+      (d.original_content IS NOT NULL)    AS has_original,
+      d.metadata                          AS metadata,
+      d.created_at                        AS created_at,
+      (SELECT COUNT(*)::int FROM ${chunks} c WHERE c.document_id = d.id) AS chunk_count
+    FROM ${documents} d
+    WHERE d.id = ${id}
+    LIMIT 1
+  `);
+  const r = rows[0];
+  if (!r) return null;
+  return {
+    id: r.id,
+    source: r.source,
+    title: r.title,
+    mimeType: r.mime_type,
+    bytes: r.bytes,
+    hasOriginal: r.has_original,
+    metadata: r.metadata,
+    createdAt: r.created_at instanceof Date ? r.created_at : new Date(r.created_at),
+    chunkCount: r.chunk_count,
+  };
+}
+
+export interface OriginalContent {
+  bytes: Buffer;
+  mimeType: string;
+  filename: string;
+}
+
+/**
+ * Returns the raw `original_content` Buffer plus mime/source/title for a
+ * document. Used by the vision-ingest job which needs the PDF bytes.
+ */
+export async function getDocumentBytes(
+  id: string,
+): Promise<{ id: string; source: string; title: string | null; mimeType: string | null; bytes: Buffer } | null> {
+  const db = getDb();
+  const [row] = await db
+    .select({
+      id: documents.id,
+      source: documents.source,
+      title: documents.title,
+      mimeType: documents.mimeType,
+      originalContent: documents.originalContent,
+    })
+    .from(documents)
+    .where(eq(documents.id, id))
+    .limit(1);
+  if (!row || !row.originalContent) return null;
+  const buf = Buffer.isBuffer(row.originalContent)
+    ? row.originalContent
+    : Buffer.from(row.originalContent as Uint8Array);
+  return {
+    id: row.id,
+    source: row.source,
+    title: row.title,
+    mimeType: row.mimeType,
+    bytes: buf,
+  };
+}
+
+export async function getDocumentOriginal(id: string): Promise<OriginalContent | null> {
+  const db = getDb();
+  const [row] = await db
+    .select({
+      source: documents.source,
+      mimeType: documents.mimeType,
+      originalContent: documents.originalContent,
+    })
+    .from(documents)
+    .where(eq(documents.id, id))
+    .limit(1);
+  if (!row || !row.originalContent) return null;
+  return {
+    bytes: Buffer.isBuffer(row.originalContent)
+      ? row.originalContent
+      : Buffer.from(row.originalContent as Uint8Array),
+    mimeType: row.mimeType ?? 'application/octet-stream',
+    filename: row.source,
+  };
+}
+
+export interface ChunkListItem {
+  id: string;
+  ordinal: number;
+  content: string;
+  tokens: number | null;
+  embedding?: number[] | null;
+}
+
+export async function listChunksForDocument(
+  documentId: string,
+  opts: { includeEmbedding?: boolean } = {},
+): Promise<ChunkListItem[]> {
+  const db = getDb();
+  const rows = opts.includeEmbedding
+    ? await db
+        .select({
+          id: chunks.id,
+          ordinal: chunks.ordinal,
+          content: chunks.content,
+          tokens: chunks.tokens,
+          embedding: chunks.embedding,
+        })
+        .from(chunks)
+        .where(eq(chunks.documentId, documentId))
+        .orderBy(asc(chunks.ordinal))
+    : await db
+        .select({
+          id: chunks.id,
+          ordinal: chunks.ordinal,
+          content: chunks.content,
+          tokens: chunks.tokens,
+        })
+        .from(chunks)
+        .where(eq(chunks.documentId, documentId))
+        .orderBy(asc(chunks.ordinal));
+  return rows.map((r) => ({
+    id: r.id,
+    ordinal: r.ordinal,
+    content: r.content,
+    tokens: r.tokens ?? null,
+    embedding: 'embedding' in r ? coerceVector(r.embedding) : undefined,
+  }));
+}
+
+/**
+ * Drizzle-orm types `vector` columns as `unknown` in select results because
+ * pgvector can come back as either `number[]` (from postgres-js with array
+ * parsing) or a stringified `[v1,v2,...]`. Normalize to `number[] | null`.
+ */
+function coerceVector(value: unknown): number[] | null {
+  if (value == null) return null;
+  if (Array.isArray(value)) return value.map(Number);
+  if (typeof value === 'string') {
+    const trimmed = value.replace(/^\[|\]$/g, '');
+    if (trimmed.length === 0) return [];
+    return trimmed.split(',').map((s) => Number(s.trim()));
+  }
+  return null;
+}
+
+export async function getSettingsRow(): Promise<AppSettingsRow | null> {
+  const db = getDb();
+  const rows = await db.select().from(appSettings).where(eq(appSettings.id, 1)).limit(1);
+  return rows[0] ?? null;
+}
+
+type SettingsPatch = Partial<Omit<AppSettingsRow, 'id' | 'updatedAt'>>;
+
+export async function upsertSettings(partial: SettingsPatch): Promise<AppSettingsRow> {
+  const db = getDb();
+  const values: Record<string, unknown> = { id: 1, updatedAt: new Date(), ...partial };
+  const setBlock: Record<string, unknown> = { updatedAt: new Date(), ...partial };
+  const rows = await db
+    .insert(appSettings)
+    .values(values as typeof appSettings.$inferInsert)
+    .onConflictDoUpdate({ target: appSettings.id, set: setBlock })
+    .returning();
+  return rows[0]!;
+}
diff --git a/packages/db/src/schema.ts b/packages/db/src/schema.ts
new file mode 100644
index 0000000..8b88bc9
--- /dev/null
+++ b/packages/db/src/schema.ts
@@ -0,0 +1,151 @@
+import { sql } from 'drizzle-orm';
+import {
+  pgTable,
+  uuid,
+  text,
+  jsonb,
+  integer,
+  real,
+  timestamp,
+  index,
+  vector,
+  customType,
+  check,
+} from 'drizzle-orm/pg-core';
+
+const EMBEDDING_DIM = Number(process.env.EMBEDDING_DIM ?? 768);
+
+// Drizzle-pg-core has no built-in `bytea` type; declare one that
+// round-trips Buffer ↔ Postgres bytea using the driver's binary path.
+// Without `toDriver`, drizzle stringifies Buffer (-> "[object Buffer]"),
+// and postgres-js encodes that as a 0-byte bytea.
+const bytea = customType<{
+  data: Buffer;
+  driverData: Buffer;
+  default: false;
+}>({
+  dataType() {
+    return 'bytea';
+  },
+  toDriver(value: Buffer): Buffer {
+    return Buffer.isBuffer(value) ? value : Buffer.from(value);
+  },
+  fromDriver(value: unknown): Buffer {
+    if (Buffer.isBuffer(value)) return value;
+    if (value instanceof Uint8Array) return Buffer.from(value);
+    if (typeof value === 'string' && value.startsWith('\\x')) {
+      return Buffer.from(value.slice(2), 'hex');
+    }
+    throw new Error(`Unexpected bytea value type: ${typeof value}`);
+  },
+});
+
+export const documents = pgTable(
+  'documents',
+  {
+    id: uuid('id').primaryKey().defaultRandom(),
+    source: text('source').notNull(),
+    title: text('title'),
+    mimeType: text('mime_type'),
+    bytes: integer('bytes'),
+    originalContent: bytea('original_content'),
+    metadata: jsonb('metadata').$type<Record<string, unknown>>().notNull().default({}),
+    ingestStatus: text('ingest_status').notNull().default('queued'),
+    ingestError: text('ingest_error'),
+    pagesTotal: integer('pages_total'),
+    pagesDone: integer('pages_done').notNull().default(0),
+    extractionMethod: text('extraction_method').notNull().default('text'),
+    createdAt: timestamp('created_at', { withTimezone: true }).notNull().defaultNow(),
+  },
+  (t) => ({
+    sourceIdx: index('documents_source_idx').on(t.source),
+  }),
+);
+
+export const chunks = pgTable(
+  'chunks',
+  {
+    id: uuid('id').primaryKey().defaultRandom(),
+    documentId: uuid('document_id')
+      .notNull()
+      .references(() => documents.id, { onDelete: 'cascade' }),
+    ordinal: integer('ordinal').notNull(),
+    content: text('content').notNull(),
+    tokens: integer('tokens'),
+    embedding: vector('embedding', { dimensions: EMBEDDING_DIM }),
+    imageIds: uuid('image_ids')
+      .array()
+      .notNull()
+      .default(sql`'{}'::uuid[]`),
+    page: integer('page'),
+    metadata: jsonb('metadata').$type<Record<string, unknown>>().notNull().default({}),
+    createdAt: timestamp('created_at', { withTimezone: true }).notNull().defaultNow(),
+  },
+  (t) => ({
+    docOrdinalIdx: index('chunks_doc_ordinal_idx').on(t.documentId, t.ordinal),
+    // HNSW index using cosine distance for ANN retrieval.
+    embeddingIdx: index('chunks_embedding_idx')
+      .using('hnsw', t.embedding.op('vector_cosine_ops'))
+      .with({ m: 16, ef_construction: 64 }),
+    contentTrgmIdx: index('chunks_content_trgm_idx').using(
+      'gin',
+      sql`${t.content} gin_trgm_ops`,
+    ),
+    imageIdsIdx: index('chunks_image_ids_idx').using('gin', t.imageIds),
+  }),
+);
+
+export const documentImages = pgTable(
+  'document_images',
+  {
+    id: uuid('id').primaryKey().defaultRandom(),
+    documentId: uuid('document_id')
+      .notNull()
+      .references(() => documents.id, { onDelete: 'cascade' }),
+    page: integer('page').notNull(),
+    ordinal: integer('ordinal').notNull(),
+    kind: text('kind').notNull(),
+    mimeType: text('mime_type').notNull(),
+    width: integer('width').notNull(),
+    height: integer('height').notNull(),
+    bbox: jsonb('bbox').$type<[number, number, number, number] | null>(),
+    bytes: bytea('bytes').notNull(),
+    summary: text('summary'),
+    summaryEmbedding: vector('summary_embedding', { dimensions: EMBEDDING_DIM }),
+    createdAt: timestamp('created_at', { withTimezone: true }).notNull().defaultNow(),
+  },
+  (t) => ({
+    docPageIdx: index('document_images_doc_page_idx').on(t.documentId, t.page, t.ordinal),
+    embeddingIdx: index('document_images_embedding_idx')
+      .using('hnsw', t.summaryEmbedding.op('vector_cosine_ops'))
+      .with({ m: 16, ef_construction: 64 }),
+  }),
+);
+
+export const appSettings = pgTable(
+  'app_settings',
+  {
+    id: integer('id').primaryKey().default(1),
+    ollamaBaseUrl: text('ollama_base_url'),
+    chatModel: text('chat_model'),
+    embedModel: text('embed_model'),
+    visionModel: text('vision_model'),
+    chatTemperature: real('chat_temperature'),
+    ragTopK: integer('rag_top_k'),
+    ragChunkSize: integer('rag_chunk_size'),
+    ragChunkOverlap: integer('rag_chunk_overlap'),
+    updatedAt: timestamp('updated_at', { withTimezone: true }).notNull().defaultNow(),
+  },
+  (t) => ({
+    onlyOneRow: check('app_settings_singleton', sql`${t.id} = 1`),
+  }),
+);
+
+export type DocumentRow = typeof documents.$inferSelect;
+export type NewDocumentRow = typeof documents.$inferInsert;
+export type ChunkRow = typeof chunks.$inferSelect;
+export type NewChunkRow = typeof chunks.$inferInsert;
+export type DocumentImageRow = typeof documentImages.$inferSelect;
+export type NewDocumentImageRow = typeof documentImages.$inferInsert;
+export type AppSettingsRow = typeof appSettings.$inferSelect;
+export type NewAppSettingsRow = typeof appSettings.$inferInsert;
diff --git a/packages/db/tsconfig.json b/packages/db/tsconfig.json
new file mode 100644
index 0000000..1ae2645
--- /dev/null
+++ b/packages/db/tsconfig.json
@@ -0,0 +1,10 @@
+{
+  "extends": "../../tsconfig.base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "composite": true
+  },
+  "references": [{ "path": "../shared" }],
+  "include": ["src/**/*"]
+}
diff --git a/packages/rag/package.json b/packages/rag/package.json
new file mode 100644
index 0000000..af9f7af
--- /dev/null
+++ b/packages/rag/package.json
@@ -0,0 +1,31 @@
+{
+  "name": "@app/rag",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "main": "./src/index.ts",
+  "types": "./src/index.ts",
+  "exports": {
+    ".": "./src/index.ts"
+  },
+  "scripts": {
+    "build": "tsc -b",
+    "typecheck": "tsc -p tsconfig.json --noEmit",
+    "lint": "eslint src",
+    "test": "vitest run"
+  },
+  "dependencies": {
+    "@app/db": "workspace:*",
+    "@app/shared": "workspace:*",
+    "drizzle-orm": "catalog:",
+    "ollama-ai-provider": "catalog:",
+    "ai": "catalog:",
+    "unpdf": "^1.6.0",
+    "@napi-rs/canvas": "^0.1.85",
+    "zod": "catalog:"
+  },
+  "devDependencies": {
+    "typescript": "catalog:",
+    "vitest": "^2.1.8"
+  }
+}
diff --git a/packages/rag/src/__tests__/asset-tokens.test.ts b/packages/rag/src/__tests__/asset-tokens.test.ts
new file mode 100644
index 0000000..71a05dd
--- /dev/null
+++ b/packages/rag/src/__tests__/asset-tokens.test.ts
@@ -0,0 +1,65 @@
+import { describe, it, expect } from 'vitest';
+import { chunkText, mergeAssetTokens } from '../chunker.js';
+
+const UUID_A = '7f2c1e1a-aaaa-bbbb-cccc-1234567890ab';
+const UUID_B = '00000000-0000-0000-0000-000000000001';
+
+describe('mergeAssetTokens — D2 post-pass', () => {
+  it('a) intact asset markdown survives chunking unchanged', () => {
+    const md = `intro paragraph.\n\n![chart](asset:${UUID_A})\n\noutro paragraph.`;
+    const chunks = chunkText(md, { chunkSize: 4096, chunkOverlap: 64 });
+    // The intact token must appear verbatim in exactly one chunk.
+    const matches = chunks.filter((c) => c.includes(`asset:${UUID_A}`));
+    expect(matches.length).toBe(1);
+    expect(matches[0]).toContain(`![chart](asset:${UUID_A})`);
+  });
+
+  it('b) split at "(asset:" — head + tail get merged', () => {
+    const head = `body body body ![chart](asset:${UUID_A.slice(0, 8)}`;
+    const tail = `${UUID_A.slice(8)}) trailing text`;
+    const out = mergeAssetTokens([head, tail]);
+    expect(out.length).toBe(1);
+    expect(out[0]).toContain(`asset:${UUID_A}`);
+    expect(out[0]).toContain(`![chart](asset:${UUID_A})`);
+  });
+
+  it('c) split at the closing ")" — tail starts with ")" → merge', () => {
+    const head = `text text ![alt](asset:${UUID_A}`;
+    const tail = `) more text after`;
+    const out = mergeAssetTokens([head, tail]);
+    expect(out.length).toBe(1);
+    expect(out[0]).toContain(`![alt](asset:${UUID_A})`);
+  });
+
+  it('d) two consecutive figures both survive', () => {
+    const md = [
+      'opening text.',
+      `![a](asset:${UUID_A})`,
+      'middle paragraph.',
+      `![b](asset:${UUID_B})`,
+      'closing.',
+    ].join('\n\n');
+    const chunks = chunkText(md, { chunkSize: 4096, chunkOverlap: 64 });
+    const all = chunks.join('\n\n');
+    expect(all).toContain(`![a](asset:${UUID_A})`);
+    expect(all).toContain(`![b](asset:${UUID_B})`);
+  });
+
+  it('idempotent: running mergeAssetTokens on already-clean chunks is a no-op', () => {
+    const ok = ['hello world', `done ![x](asset:${UUID_A}) ok`, 'tail'];
+    expect(mergeAssetTokens(ok)).toEqual(ok);
+  });
+
+  it('forces a chunk-boundary inside an asset token and recovers it', () => {
+    // chunkSize chosen so the intact token straddles the split.
+    const filler = 'lorem ipsum dolor sit amet '.repeat(10);
+    const md = `${filler}\n\n![chart](asset:${UUID_A})\n\n${filler}`;
+    // chunkSize ≈ middle of token.
+    const tokenIdx = md.indexOf('asset:');
+    const chunkSize = tokenIdx + 10;
+    const chunks = chunkText(md, { chunkSize, chunkOverlap: 0 });
+    const matches = chunks.filter((c) => c.includes(`asset:${UUID_A}`));
+    expect(matches.length).toBeGreaterThanOrEqual(1);
+    expect(matches[0]).toContain(`![chart](asset:${UUID_A})`);
+  });
+});
diff --git a/packages/rag/src/chunker.ts b/packages/rag/src/chunker.ts
new file mode 100644
index 0000000..0de0cc6
--- /dev/null
+++ b/packages/rag/src/chunker.ts
@@ -0,0 +1,111 @@
+export interface ChunkOptions {
+  chunkSize: number;
+  chunkOverlap: number;
+}
+
+/**
+ * Recursive character splitter. Walks separators from coarse (paragraph) to
+ * fine (word) and falls back to hard slicing only when a single span is bigger
+ * than chunkSize. Overlap is applied between adjacent emitted chunks.
+ *
+ * Includes a defensive post-pass (`mergeAssetTokens`) that re-stitches any
+ * adjacent pair where the boundary fell mid-`![alt](asset:UUID)` token.
+ * Per spec §10/D2 — chunker is char-based and even with `\n\n` flanks, a
+ * pathological input can split inside the asset URI; the chat-side image
+ * guarantee depends on those tokens being intact.
+ */
+export function chunkText(input: string, opts: ChunkOptions): string[] {
+  const { chunkSize, chunkOverlap } = opts;
+  if (chunkOverlap >= chunkSize) {
+    throw new Error('chunkOverlap must be smaller than chunkSize');
+  }
+  const separators = ['\n\n', '\n', '. ', ' ', ''];
+  const pieces = splitRecursive(input.trim(), separators, chunkSize);
+  const merged = mergeWithOverlap(pieces, chunkSize, chunkOverlap);
+  return mergeAssetTokens(merged);
+}
+
+/**
+ * Open `![alt](asset:` with no closing `)` yet. Matches spec D2 — a head that
+ * has the markdown-image opener and the `asset:` URI prefix but the chunk
+ * boundary fell before the `)`. Allows 0..36 hex/hyphen chars (UUIDs are 36
+ * chars including dashes) so a full-UUID-but-no-paren split is also caught.
+ */
+const PARTIAL_HEAD_RE = /!\[[^\]]*\]\(asset:[0-9a-f-]{0,36}$/i;
+/** Tail half: starts with hex/hyphen UUID continuation followed by `)`. */
+const PARTIAL_TAIL_RE = /^\s*[0-9a-f-]*\)/i;
+
+/**
+ * D2 post-pass: walk adjacent chunk pairs and merge any pair where chunk N
+ * ends with a partial asset-token head (regex `PARTIAL_HEAD_RE`) OR chunk N+1
+ * starts with the tail half (regex `PARTIAL_TAIL_RE`). Repeats until a fixed
+ * point. Iteration cap = 1.5 * original length to bound pathological cases.
+ */
+export function mergeAssetTokens(chunks: string[]): string[] {
+  if (chunks.length < 2) return chunks.slice();
+  const cap = Math.ceil(chunks.length * 1.5);
+  let work = chunks.slice();
+  for (let pass = 0; pass < cap; pass++) {
+    let merged = false;
+    const out: string[] = [];
+    for (let i = 0; i < work.length; i++) {
+      const cur = work[i]!;
+      const nxt = work[i + 1];
+      if (
+        nxt !== undefined &&
+        (PARTIAL_HEAD_RE.test(cur) || PARTIAL_TAIL_RE.test(nxt))
+      ) {
+        out.push(cur + nxt);
+        i++; // consume next
+        merged = true;
+      } else {
+        out.push(cur);
+      }
+    }
+    work = out;
+    if (!merged) break;
+  }
+  return work;
+}
+
+function splitRecursive(text: string, seps: string[], maxLen: number): string[] {
+  if (text.length <= maxLen) return [text];
+  const [sep, ...rest] = seps;
+  if (sep === undefined) return [text];
+  if (sep === '') {
+    const out: string[] = [];
+    for (let i = 0; i < text.length; i += maxLen) out.push(text.slice(i, i + maxLen));
+    return out;
+  }
+  const parts = text.split(sep);
+  const out: string[] = [];
+  for (const part of parts) {
+    if (part.length === 0) continue;
+    if (part.length <= maxLen) {
+      out.push(part);
+    } else {
+      out.push(...splitRecursive(part, rest, maxLen));
+    }
+  }
+  return out;
+}
+
+function mergeWithOverlap(parts: string[], maxLen: number, overlap: number): string[] {
+  const chunks: string[] = [];
+  let buf = '';
+  for (const part of parts) {
+    if (buf.length === 0) {
+      buf = part;
+      continue;
+    }
+    if (buf.length + 1 + part.length <= maxLen) {
+      buf = `${buf} ${part}`;
+    } else {
+      chunks.push(buf);
+      const tail = buf.slice(Math.max(0, buf.length - overlap));
+      buf = tail.length > 0 ? `${tail} ${part}` : part;
+    }
+  }
+  if (buf.length > 0) chunks.push(buf);
+  return chunks;
+}
diff --git a/packages/rag/src/embeddings.ts b/packages/rag/src/embeddings.ts
new file mode 100644
index 0000000..b0ff4ba
--- /dev/null
+++ b/packages/rag/src/embeddings.ts
@@ -0,0 +1,36 @@
+import { createOllama } from 'ollama-ai-provider';
+import { embed, embedMany } from 'ai';
+
+export interface EmbeddingClientOptions {
+  baseURL: string;
+  model: string;
+}
+
+export function createEmbedder(opts: EmbeddingClientOptions) {
+  const ollama = createOllama({ baseURL: normalizeOllamaBaseURL(opts.baseURL) });
+  const model = ollama.embedding(opts.model);
+
+  return {
+    async embedOne(text: string): Promise<number[]> {
+      const { embedding } = await embed({ model, value: text });
+      return embedding;
+    },
+    async embedBatch(values: string[]): Promise<number[][]> {
+      if (values.length === 0) return [];
+      const { embeddings } = await embedMany({ model, values });
+      return embeddings;
+    },
+  };
+}
+
+export type Embedder = ReturnType<typeof createEmbedder>;
+
+/**
+ * `ollama-ai-provider` expects the base URL to point at Ollama's `/api`
+ * prefix (its default is `http://localhost:11434/api`). Accept either form
+ * from env and normalize so callers can pass the bare host.
+ */
+export function normalizeOllamaBaseURL(baseURL: string): string {
+  const trimmed = baseURL.replace(/\/+$/, '');
+  return trimmed.endsWith('/api') ? trimmed : `${trimmed}/api`;
+}
diff --git a/packages/rag/src/index.ts b/packages/rag/src/index.ts
new file mode 100644
index 0000000..18c1100
--- /dev/null
+++ b/packages/rag/src/index.ts
@@ -0,0 +1,10 @@
+export * from './chunker.js';
+export * from './embeddings.js';
+export * from './ingest.js';
+export * from './ingest-pdf.js';
+export * from './pdf.js';
+export * from './prompts.js';
+export * from './raster.js';
+export * from './retrieve.js';
+export * from './retrieve-figures.js';
+export * from './vision.js';
diff --git a/packages/rag/src/ingest-pdf.ts b/packages/rag/src/ingest-pdf.ts
new file mode 100644
index 0000000..0a71497
--- /dev/null
+++ b/packages/rag/src/ingest-pdf.ts
@@ -0,0 +1,399 @@
+import './polyfills.js';
+import { sql } from 'drizzle-orm';
+import { getDb, schema, getDocumentBytes } from '@app/db';
+import type { ResolvedSettings } from '@app/shared';
+import { chunkText } from './chunker.js';
+import type { Embedder } from './embeddings.js';
+import { ensurePdfjs } from './pdf.js';
+import { rasterizePage, resizeLongestEdge, cropByBbox, imageDims } from './raster.js';
+import { createSemaphore } from './util/sema.js';
+import {
+  ocrPage,
+  detectFigures,
+  summarizeFigure,
+  type VisionClient,
+} from './vision.js';
+import { extractText, getDocumentProxy } from 'unpdf';
+import crypto from 'node:crypto';
+
+const ASSET_RE = /asset:([0-9a-f-]{36})/gi;
+const MAX_EDGE = 1792;
+
+export interface RunIngestJobOpts {
+  settings: ResolvedSettings;
+  embedder: Embedder;
+  vision: VisionClient;
+  onProgress?: (pagesDone: number, pagesTotal: number) => Promise<void>;
+}
+
+interface PendingFigure {
+  id: string;
+  documentId: string;
+  page: number;
+  ordinal: number;
+  bbox: [number, number, number, number];
+  width: number;
+  height: number;
+  bytes: Buffer;
+  summary: string;
+}
+
+interface PendingPageRaster {
+  id: string;
+  documentId: string;
+  page: number;
+  width: number;
+  height: number;
+  bytes: Buffer;
+}
+
+async function setStatus(
+  documentId: string,
+  patch: {
+    status?: string;
+    error?: string | null;
+    pagesTotal?: number | null;
+    pagesDone?: number;
+    extractionMethod?: string;
+  },
+): Promise<void> {
+  const db = getDb();
+  await db.execute(sql`
+    UPDATE ${schema.documents}
+    SET
+      ${patch.status !== undefined ? sql`ingest_status = ${patch.status},` : sql``}
+      ${patch.error !== undefined ? sql`ingest_error = ${patch.error},` : sql``}
+      ${patch.pagesTotal !== undefined ? sql`pages_total = ${patch.pagesTotal},` : sql``}
+      ${patch.pagesDone !== undefined ? sql`pages_done = ${patch.pagesDone},` : sql``}
+      ${patch.extractionMethod !== undefined ? sql`extraction_method = ${patch.extractionMethod},` : sql``}
+      id = id
+    WHERE id = ${documentId}
+  `);
+}
+
+/**
+ * Vision-OCR PDF ingest. See spec §9.2. Performs page-level rasterize → OCR →
+ * figure detect → crop+summary, then chunks the combined markdown, embeds,
+ * and writes both chunks (with image_ids) and document_images.
+ */
+export async function runIngestJob(
+  documentId: string,
+  opts: RunIngestJobOpts,
+): Promise<void> {
+  const db = getDb();
+  try {
+    const doc = await getDocumentBytes(documentId);
+    if (!doc) throw new Error(`Document ${documentId} not found or missing original bytes`);
+
+    await setStatus(documentId, { status: 'rasterizing', error: null, pagesDone: 0 });
+
+    await ensurePdfjs();
+    // Stable canonical copy. Per-page raster calls allocate their own
+    // copies (pdfjs detaches the underlying ArrayBuffer on each consume).
+    const pdfBytes = new Uint8Array(doc.bytes.byteLength);
+    pdfBytes.set(doc.bytes);
+    // Pass a *fresh* copy to getDocumentProxy too so the canonical buffer
+    // isn't detached.
+    const probeBytes = new Uint8Array(pdfBytes.byteLength);
+    probeBytes.set(pdfBytes);
+    let pdf;
+    try {
+      pdf = await getDocumentProxy(probeBytes);
+    } catch (err) {
+      // D3a: classify bad/encrypted PDFs with a friendly message.
+      const raw = err instanceof Error ? err.message : String(err);
+      const friendly = /password|encrypt|invalid/i.test(raw)
+        ? 'PDF is encrypted or unreadable'
+        : raw;
+      const wrapped = new Error(friendly);
+      wrapped.cause = err;
+      throw wrapped;
+    }
+    const pagesTotal = pdf.numPages;
+    await setStatus(documentId, { pagesTotal });
+
+    const sema = createSemaphore(2);
+    const pageMarkdowns: string[] = new Array<string>(pagesTotal).fill('');
+    const pageOffsets: Array<{ page: number; length: number }> = [];
+    const pendingFigures: PendingFigure[] = [];
+    const pendingPages: PendingPageRaster[] = [];
+    let pagesDone = 0;
+    let firstPageStarted = false;
+    // D3c: track consecutive figure-detect parse-failures. After 3 in a row
+    // the model is clearly not honoring the JSON contract; skip figure detect
+    // for the rest of the doc (still OCR though).
+    let figureDetectMalformedStreak = 0;
+    let figureDetectDisabled = false;
+
+    const work = Array.from({ length: pagesTotal }, (_, i) => i + 1).map(
+      async (pageNum) => {
+        const release = await sema.acquire();
+        try {
+          if (!firstPageStarted) {
+            firstPageStarted = true;
+            await setStatus(documentId, { status: 'ocr' });
+          }
+
+          const rawPng = await rasterizePage(pdfBytes, pageNum, 2.0);
+          const pagePng = await resizeLongestEdge(rawPng, MAX_EDGE);
+          const dims = await imageDims(pagePng);
+
+          // OCR.
+          let pageMd: string;
+          try {
+            pageMd = await ocrPage(opts.vision, pagePng);
+          } catch (err) {
+            console.error(`[ingest-pdf] OCR failed page ${pageNum}:`, err);
+            pageMd = '';
+          }
+
+          // Figure detection (best-effort).
+          let figs: Awaited<ReturnType<typeof detectFigures>> = [];
+          if (!figureDetectDisabled) {
+            try {
+              figs = await detectFigures(opts.vision, pagePng);
+              if (figs.length === 0) {
+                // detectFigures swallows JSON parse failures and returns []. We
+                // can't fully distinguish "no figures" from "malformed", so we
+                // only count empty results as suspicious when several pages in
+                // a row come back empty. This is loose but safe — if the doc
+                // genuinely has no figures, we just skip a few cheap calls.
+                figureDetectMalformedStreak++;
+              } else {
+                figureDetectMalformedStreak = 0;
+              }
+            } catch (err) {
+              console.error(`[ingest-pdf] detectFigures failed page ${pageNum}:`, err);
+              figureDetectMalformedStreak++;
+            }
+            if (figureDetectMalformedStreak >= 3 && pagesTotal > 5) {
+              console.warn(
+                `[ingest-pdf] figure-detect produced ${figureDetectMalformedStreak} empty/failed pages in a row; disabling for the rest of doc ${documentId}`,
+              );
+              figureDetectDisabled = true;
+            }
+          }
+
+          // Crop + summarize each figure (best-effort, sequential per page).
+          const figureBlocks: string[] = [];
+          for (let i = 0; i < figs.length; i++) {
+            const f = figs[i]!;
+            try {
+              const { buf: cropBuf, width: cropW, height: cropH } = await cropByBbox(
+                pagePng,
+                f.bbox,
+                0.03,
+              );
+              let summary = '';
+              try {
+                summary = await summarizeFigure(opts.vision, cropBuf);
+              } catch (err) {
+                console.error(`[ingest-pdf] summarizeFigure failed page ${pageNum} fig ${i}:`, err);
+              }
+              const id = crypto.randomUUID();
+              pendingFigures.push({
+                id,
+                documentId,
+                page: pageNum,
+                ordinal: i + 1,
+                bbox: f.bbox,
+                width: cropW,
+                height: cropH,
+                bytes: cropBuf,
+                summary,
+              });
+              figureBlocks.push(
+                `\n\n![${f.label}](asset:${id})\n\n*${(f.caption || '').replace(/\s+/g, ' ').trim()}*\n\n`,
+              );
+            } catch (err) {
+              console.error(`[ingest-pdf] crop failed page ${pageNum} fig ${i}:`, err);
+            }
+          }
+
+          const fullPageMd = `${pageMd}${figureBlocks.join('')}`.trim();
+          pageMarkdowns[pageNum - 1] = fullPageMd;
+
+          // Stash the page raster row for kind='page'.
+          pendingPages.push({
+            id: crypto.randomUUID(),
+            documentId,
+            page: pageNum,
+            width: dims.width,
+            height: dims.height,
+            bytes: pagePng,
+          });
+
+          pagesDone++;
+          await setStatus(documentId, { pagesDone });
+          if (opts.onProgress) await opts.onProgress(pagesDone, pagesTotal);
+        } finally {
+          release();
+        }
+      },
+    );
+    await Promise.all(work);
+
+    // Build the combined markdown. Track per-page offsets so we can map
+    // chunk offsets → source page later.
+    const sep = '\n\n---\n\n';
+    let combined = '';
+    for (let i = 0; i < pageMarkdowns.length; i++) {
+      const md = pageMarkdowns[i] ?? '';
+      pageOffsets.push({ page: i + 1, length: md.length + (i > 0 ? sep.length : 0) });
+      if (i > 0) combined += sep;
+      combined += md;
+    }
+
+    if (combined.trim().length === 0) {
+      throw new Error('Vision OCR produced no markdown across all pages');
+    }
+
+    await setStatus(documentId, { status: 'embedding' });
+
+    // Insert pending document_images: pages first, then figures.
+    if (pendingPages.length > 0 || pendingFigures.length > 0) {
+      await db.transaction(async (tx) => {
+        if (pendingPages.length > 0) {
+          await tx.insert(schema.documentImages).values(
+            pendingPages.map((p) => ({
+              id: p.id,
+              documentId: p.documentId,
+              page: p.page,
+              ordinal: 0,
+              kind: 'page',
+              mimeType: 'image/png',
+              width: p.width,
+              height: p.height,
+              bbox: null,
+              bytes: p.bytes,
+              summary: null,
+            })),
+          );
+        }
+        if (pendingFigures.length > 0) {
+          await tx.insert(schema.documentImages).values(
+            pendingFigures.map((f) => ({
+              id: f.id,
+              documentId: f.documentId,
+              page: f.page,
+              ordinal: f.ordinal,
+              kind: 'figure',
+              mimeType: 'image/png',
+              width: f.width,
+              height: f.height,
+              bbox: f.bbox,
+              bytes: f.bytes,
+              summary: f.summary || null,
+            })),
+          );
+        }
+      });
+    }
+
+    // Chunk the combined markdown.
+    const pieces = chunkText(combined, {
+      chunkSize: opts.settings.ragChunkSize,
+      chunkOverlap: opts.settings.ragChunkOverlap,
+    });
+    if (pieces.length === 0) {
+      throw new Error('Chunker produced 0 chunks from combined markdown');
+    }
+
+    // Map each chunk to its source page using `pageOffsets` and the chunk's
+    // first occurrence in the combined string.
+    let cursor = 0;
+    const chunkPages: number[] = [];
+    for (const piece of pieces) {
+      const idx = combined.indexOf(piece, cursor);
+      const startedAt = idx >= 0 ? idx : cursor;
+      cursor = startedAt + piece.length;
+      chunkPages.push(pageFromOffset(startedAt, pageOffsets));
+    }
+
+    // Extract image_ids per chunk.
+    const chunkImageIds: string[][] = pieces.map((p) => {
+      const ids = new Set<string>();
+      let m: RegExpExecArray | null;
+      ASSET_RE.lastIndex = 0;
+      while ((m = ASSET_RE.exec(p))) ids.add(m[1]!.toLowerCase());
+      return [...ids];
+    });
+
+    // Embed and persist chunks.
+    const embeddings = await opts.embedder.embedBatch(pieces);
+    await db.insert(schema.chunks).values(
+      pieces.map((content, i) => ({
+        documentId,
+        ordinal: i,
+        content,
+        tokens: null,
+        embedding: embeddings[i] ?? null,
+        imageIds: chunkImageIds[i] ?? [],
+        page: chunkPages[i] ?? null,
+        metadata: {},
+      })),
+    );
+
+    // Embed figure summaries (one batch).
+    const figuresWithSummary = pendingFigures.filter((f) => f.summary && f.summary.length > 0);
+    if (figuresWithSummary.length > 0) {
+      const sumEmbeddings = await opts.embedder.embedBatch(
+        figuresWithSummary.map((f) => f.summary),
+      );
+      for (let i = 0; i < figuresWithSummary.length; i++) {
+        const f = figuresWithSummary[i]!;
+        const vec = sumEmbeddings[i];
+        if (!vec) continue;
+        const vecLit = `[${vec.join(',')}]`;
+        await db.execute(sql`
+          UPDATE ${schema.documentImages}
+          SET summary_embedding = ${vecLit}::vector
+          WHERE id = ${f.id}
+        `);
+      }
+    }
+
+    await setStatus(documentId, {
+      status: 'ready',
+      extractionMethod: 'vision',
+      error: null,
+    });
+  } catch (err) {
+    const message = err instanceof Error ? err.message : String(err);
+    console.error(`[ingest-pdf] job failed for ${documentId}:`, err);
+    try {
+      await setStatus(documentId, { status: 'failed', error: message });
+    } catch (e) {
+      console.error(`[ingest-pdf] failed to record failure status:`, e);
+    }
+    throw err;
+  }
+}
+
+function pageFromOffset(
+  offset: number,
+  pageOffsets: Array<{ page: number; length: number }>,
+): number {
+  let acc = 0;
+  for (const p of pageOffsets) {
+    acc += p.length;
+    if (offset < acc) return p.page;
+  }
+  return pageOffsets[pageOffsets.length - 1]?.page ?? 1;
+}
+
+/**
+ * Text-only fallback when the vision pipeline can't run end-to-end (vision
+ * model unavailable, all-pages OCR failed, etc.). Mirrors the legacy unpdf
+ * extractText path but does not insert chunks itself — the caller does.
+ */
+export async function fallbackExtractText(pdfBytes: Uint8Array): Promise<{
+  text: string;
+  pageCount: number;
+}> {
+  await ensurePdfjs();
+  const pdf = await getDocumentProxy(pdfBytes);
+  const { text, totalPages } = await extractText(pdf, { mergePages: false });
+  const joined = Array.isArray(text) ? text.join('\n\n').trim() : String(text).trim();
+  return { text: joined, pageCount: totalPages };
+}
diff --git a/packages/rag/src/ingest.ts b/packages/rag/src/ingest.ts
new file mode 100644
index 0000000..2e35af5
--- /dev/null
+++ b/packages/rag/src/ingest.ts
@@ -0,0 +1,84 @@
+import { sql } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+import type { IngestRequest } from '@app/shared';
+import { chunkText } from './chunker.js';
+import type { Embedder } from './embeddings.js';
+
+export interface IngestOptions {
+  chunkSize: number;
+  chunkOverlap: number;
+  embedder: Embedder;
+}
+
+export interface IngestExtras {
+  /** Original file bytes to retain in `documents.original_content`. */
+  originalBytes?: Buffer | Uint8Array;
+  mimeType?: string;
+  /** Byte size for display; falls back to originalBytes.length. */
+  bytes?: number;
+}
+
+export interface IngestResult {
+  documentId: string;
+  chunkCount: number;
+}
+
+export async function ingestDocument(
+  req: IngestRequest,
+  opts: IngestOptions,
+  extras: IngestExtras = {},
+): Promise<IngestResult> {
+  const db = getDb();
+  const pieces = chunkText(req.content, {
+    chunkSize: opts.chunkSize,
+    chunkOverlap: opts.chunkOverlap,
+  });
+  if (pieces.length === 0) {
+    throw new Error('Document produced zero chunks.');
+  }
+
+  const embeddings = await opts.embedder.embedBatch(pieces);
+
+  const original =
+    extras.originalBytes !== undefined
+      ? Buffer.isBuffer(extras.originalBytes)
+        ? extras.originalBytes
+        : Buffer.from(extras.originalBytes)
+      : null;
+  const byteCount = extras.bytes ?? original?.byteLength ?? null;
+
+  return await db.transaction(async (tx) => {
+    // Insert via raw `sql` to keep the Buffer on the binary path. Drizzle's
+    // `.values()` mangles bytea columns even with a customType `toDriver`,
+    // producing a 0-byte stored value.
+    const inserted = await tx.execute<{ id: string }>(sql`
+      INSERT INTO ${schema.documents}
+        (source, title, mime_type, bytes, original_content, metadata)
+      VALUES
+        (
+          ${req.source},
+          ${req.title ?? null},
+          ${extras.mimeType ?? null},
+          ${byteCount},
+          ${original},
+          ${JSON.stringify(req.metadata ?? {})}::jsonb
+        )
+      RETURNING id
+    `);
+    const doc = inserted[0];
+    if (!doc) throw new Error('Failed to insert document.');
+
+    await tx.insert(schema.chunks).values(
+      pieces.map((content, i) => ({
+        documentId: doc.id,
+        ordinal: i,
+        content,
+        tokens: null,
+        embedding: embeddings[i] ?? null,
+        metadata: {},
+      })),
+    );
+
+    return { documentId: doc.id, chunkCount: pieces.length };
+  });
+}
diff --git a/packages/rag/src/pdf.ts b/packages/rag/src/pdf.ts
new file mode 100644
index 0000000..de81827
--- /dev/null
+++ b/packages/rag/src/pdf.ts
@@ -0,0 +1,41 @@
+import './polyfills.js';
+import { configureUnPDF, extractText, getDocumentProxy } from 'unpdf';
+
+export interface PdfExtractionResult {
+  text: string;
+  pageCount: number;
+}
+
+let pdfjsConfigured = false;
+
+/**
+ * unpdf@^1 separates the serverless build from the full pdfjs build.
+ * `renderPageAsImage` (and other render-y bits) require the full build,
+ * which we lazy-load on first use. Configure once per process.
+ */
+export async function ensurePdfjs(): Promise<void> {
+  if (pdfjsConfigured) return;
+  await configureUnPDF({ pdfjs: () => import('unpdf/pdfjs') });
+  pdfjsConfigured = true;
+}
+
+/**
+ * Extract plain text from a PDF buffer using unpdf (Mozilla pdf.js core).
+ * Pages are joined with double newlines so the chunker treats them as
+ * paragraph boundaries. Throws on encrypted / unreadable PDFs — callers
+ * should map to a 4xx response.
+ *
+ * Note: image-only / scanned PDFs return empty or near-empty text; OCR is
+ * out of scope for this fallback path — the vision pipeline owns that.
+ */
+export async function extractPdfText(input: Uint8Array | ArrayBuffer): Promise<PdfExtractionResult> {
+  await ensurePdfjs();
+  const bytes = input instanceof Uint8Array ? input : new Uint8Array(input);
+  const pdf = await getDocumentProxy(bytes);
+  const { text, totalPages } = await extractText(pdf, { mergePages: false });
+  const joined = Array.isArray(text) ? text.join('\n\n').trim() : String(text).trim();
+  if (joined.length === 0) {
+    throw new Error('PDF produced no extractable text (likely scanned/image-only).');
+  }
+  return { text: joined, pageCount: totalPages };
+}
diff --git a/packages/rag/src/polyfills.ts b/packages/rag/src/polyfills.ts
new file mode 100644
index 0000000..a8c33b6
--- /dev/null
+++ b/packages/rag/src/polyfills.ts
@@ -0,0 +1,18 @@
+// Side-effect module — installs runtime polyfills before any consumer
+// touches PDF.js. Must be the first import in entry points that load
+// unpdf, since unpdf@1.6 ships a bundled pdfjs that calls Promise.try
+// (only available in Node ≥ 22).
+
+if (typeof (Promise as unknown as { try?: unknown }).try !== 'function') {
+  Object.defineProperty(Promise, 'try', {
+    value: function tryPolyfill<T>(fn: (...args: unknown[]) => T | PromiseLike<T>, ...args: unknown[]) {
+      return new Promise<T>((resolve) => {
+        resolve(fn(...args));
+      });
+    },
+    writable: true,
+    configurable: true,
+  });
+}
+
+export {};
diff --git a/packages/rag/src/prompts.ts b/packages/rag/src/prompts.ts
new file mode 100644
index 0000000..4260497
--- /dev/null
+++ b/packages/rag/src/prompts.ts
@@ -0,0 +1,9 @@
+export const OCR_PROMPT = `Convert this page to clean GitHub-flavored Markdown. Preserve heading levels, lists, tables (use pipe syntax), and code blocks. Do not invent text that is not on the page. Do not add commentary, preamble, or trailing notes — output only the Markdown body.`;
+
+export const FIGURE_DETECT_PROMPT = `You are given the same page image as above. List figures, charts, diagrams, photos, or screenshots present on the page. For each, return a JSON array entry:
+  { "label": "Figure 3" | "Chart" | "Diagram" | <best guess>,
+    "bbox": [x, y, w, h],   // 0..1 page coordinates
+    "caption": "<one tight sentence>" }
+Return ONLY the JSON array. If there are no figures, return [].`;
+
+export const FIGURE_SUMMARY_PROMPT = `Summarize this figure in 1–2 sentences for retrieval. Do not include the figure number.`;
diff --git a/packages/rag/src/raster.ts b/packages/rag/src/raster.ts
new file mode 100644
index 0000000..67fc1d4
--- /dev/null
+++ b/packages/rag/src/raster.ts
@@ -0,0 +1,112 @@
+import './polyfills.js';
+import { createCanvas, loadImage } from '@napi-rs/canvas';
+import { renderPageAsImage } from 'unpdf';
+import { ensurePdfjs } from './pdf.js';
+
+/**
+ * Rasterize a single 1-based PDF page to PNG using unpdf + @napi-rs/canvas.
+ * Returns the encoded PNG as a Buffer.
+ */
+export async function rasterizePage(
+  bytes: Uint8Array,
+  pageNum: number,
+  scale = 2.0,
+): Promise<Buffer> {
+  await ensurePdfjs();
+  // pdfjs detaches the input ArrayBuffer per-call. Hand it a fresh copy
+  // each time so concurrent / repeat calls don't blow up with DataCloneError.
+  const fresh = new Uint8Array(bytes.byteLength);
+  fresh.set(bytes);
+  const ab = await renderPageAsImage(fresh, pageNum, {
+    scale,
+    canvasImport: () => import('@napi-rs/canvas'),
+  });
+  return Buffer.from(ab as ArrayBuffer);
+}
+
+/**
+ * Hard upper bound on raster input. Past this, allocating a canvas of the
+ * full image risks an OOM on the napi-rs side. D3d.
+ */
+const MAX_INPUT_EDGE = 8192;
+
+/**
+ * Resize the longest edge to `maxEdge` (no-op if already smaller). Preserves
+ * aspect ratio. Returns a fresh PNG Buffer.
+ *
+ * D3d: if the incoming raster has either dim > 8192 we skip the resize
+ * (no allocating a same-size canvas) and just re-encode the source. The
+ * undersized source can still be passed downstream; we'd rather have a too-
+ * big page than crash the worker.
+ */
+export async function resizeLongestEdge(png: Buffer, maxEdge: number): Promise<Buffer> {
+  const img = await loadImage(png);
+  const w = img.width;
+  const h = img.height;
+  const longest = Math.max(w, h);
+  if (Math.max(w, h) > MAX_INPUT_EDGE) {
+    // Skip large-canvas allocation; return the source as-is to avoid OOM.
+    return png;
+  }
+  if (longest <= maxEdge) {
+    // Already small enough — re-encode to ensure a clean PNG.
+    const c = createCanvas(w, h);
+    const ctx = c.getContext('2d');
+    ctx.drawImage(img, 0, 0);
+    return c.toBuffer('image/png');
+  }
+  const ratio = maxEdge / longest;
+  const newW = Math.max(1, Math.round(w * ratio));
+  const newH = Math.max(1, Math.round(h * ratio));
+  const canvas = createCanvas(newW, newH);
+  const ctx = canvas.getContext('2d');
+  ctx.drawImage(img, 0, 0, newW, newH);
+  return canvas.toBuffer('image/png');
+}
+
+/**
+ * Crop a PNG by a normalized bbox [x, y, w, h] in 0..1, with optional
+ * fractional padding on every side. Pad/clamps and never produces an
+ * empty crop.
+ */
+export async function cropByBbox(
+  png: Buffer,
+  bbox: [number, number, number, number],
+  padPct = 0.03,
+): Promise<{ buf: Buffer; width: number; height: number }> {
+  // D3d: reject crops that are smaller than 1% on either side. Too small
+  // to be a useful figure crop and almost always a model-detection error
+  // (e.g. picking up a lone glyph).
+  const [, , bw, bh] = bbox;
+  if (bw < 0.01 || bh < 0.01) {
+    throw new Error(
+      `cropByBbox: bbox too small to be useful (w=${bw}, h=${bh}; minimum 0.01)`,
+    );
+  }
+  const img = await loadImage(png);
+  const W = img.width;
+  const H = img.height;
+  let [x, y, w, h] = bbox;
+  // Pad each side by padPct of the image (not the bbox), capped within bounds.
+  const padX = padPct;
+  const padY = padPct;
+  let nx = Math.max(0, Math.min(1, x - padX));
+  let ny = Math.max(0, Math.min(1, y - padY));
+  let nw = Math.max(0, Math.min(1 - nx, w + 2 * padX));
+  let nh = Math.max(0, Math.min(1 - ny, h + 2 * padY));
+  // Convert to pixel space.
+  const pxX = Math.max(0, Math.min(W - 1, Math.round(nx * W)));
+  const pxY = Math.max(0, Math.min(H - 1, Math.round(ny * H)));
+  const pxW = Math.max(1, Math.min(W - pxX, Math.round(nw * W)));
+  const pxH = Math.max(1, Math.min(H - pxY, Math.round(nh * H)));
+  const canvas = createCanvas(pxW, pxH);
+  const ctx = canvas.getContext('2d');
+  ctx.drawImage(img, pxX, pxY, pxW, pxH, 0, 0, pxW, pxH);
+  return { buf: canvas.toBuffer('image/png'), width: pxW, height: pxH };
+}
+
+/** Read the dimensions of a PNG/JPEG/etc Buffer. */
+export async function imageDims(png: Buffer): Promise<{ width: number; height: number }> {
+  const img = await loadImage(png);
+  return { width: img.width, height: img.height };
+}
diff --git a/packages/rag/src/retrieve-figures.ts b/packages/rag/src/retrieve-figures.ts
new file mode 100644
index 0000000..7a726fb
--- /dev/null
+++ b/packages/rag/src/retrieve-figures.ts
@@ -0,0 +1,70 @@
+import { sql } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+import type { Embedder } from './embeddings.js';
+
+export interface FigureHit {
+  id: string;
+  documentId: string;
+  source: string;
+  title: string | null;
+  page: number;
+  summary: string;
+  score: number;
+}
+
+export interface RetrieveFiguresOptions {
+  topK?: number;
+  embedder: Embedder;
+  sourceFilter?: string;
+}
+
+/**
+ * Direct figure retrieval — semantic search over `document_images.summary_embedding`
+ * (kind='figure' rows that have a summary embedded). Used by the agent's
+ * `find_figure` tool and by the chat post-processor (Phase C).
+ */
+export async function retrieveFigures(
+  query: string,
+  opts: RetrieveFiguresOptions,
+): Promise<FigureHit[]> {
+  const db = getDb();
+  const topK = opts.topK ?? 4;
+  const queryVec = await opts.embedder.embedOne(query);
+  const vecLiteral = `[${queryVec.join(',')}]`;
+
+  const rows = await db.execute<{
+    id: string;
+    document_id: string;
+    source: string;
+    title: string | null;
+    page: number;
+    summary: string | null;
+    score: number;
+  }>(sql`
+    SELECT
+      i.id            AS id,
+      i.document_id   AS document_id,
+      d.source        AS source,
+      d.title         AS title,
+      i.page          AS page,
+      i.summary       AS summary,
+      1 - (i.summary_embedding <=> ${vecLiteral}::vector) AS score
+    FROM ${schema.documentImages} i
+    JOIN ${schema.documents} d ON d.id = i.document_id
+    WHERE i.summary_embedding IS NOT NULL
+      AND i.kind = 'figure'
+      ${opts.sourceFilter ? sql`AND d.source ILIKE ${'%' + opts.sourceFilter + '%'}` : sql``}
+    ORDER BY i.summary_embedding <=> ${vecLiteral}::vector
+    LIMIT ${topK}
+  `);
+
+  return rows.map((r) => ({
+    id: r.id,
+    documentId: r.document_id,
+    source: r.source,
+    title: r.title,
+    page: r.page,
+    summary: r.summary ?? '',
+    score: Number(r.score),
+  }));
+}
diff --git a/packages/rag/src/retrieve.ts b/packages/rag/src/retrieve.ts
new file mode 100644
index 0000000..3d35b06
--- /dev/null
+++ b/packages/rag/src/retrieve.ts
@@ -0,0 +1,92 @@
+import { sql, inArray } from 'drizzle-orm';
+import { getDb, schema } from '@app/db';
+import type { RetrievalResult } from '@app/shared';
+import type { Embedder } from './embeddings.js';
+
+export interface RetrieveOptions {
+  topK: number;
+  embedder: Embedder;
+  /** Optional source filter (substring match on documents.source). */
+  sourceFilter?: string;
+}
+
+/**
+ * Cosine-distance ANN search over chunks.embedding (HNSW index).
+ * Returns top-k chunks joined with their parent document metadata. If any
+ * returned chunk has non-empty `image_ids`, a single bulk lookup of
+ * `document_images` joins per-chunk `imageRefs[]`.
+ */
+export async function retrieve(
+  query: string,
+  opts: RetrieveOptions,
+): Promise<RetrievalResult[]> {
+  const db = getDb();
+  const queryVec = await opts.embedder.embedOne(query);
+  const vecLiteral = `[${queryVec.join(',')}]`;
+
+  const rows = await db.execute<{
+    chunk_id: string;
+    document_id: string;
+    content: string;
+    score: number;
+    source: string;
+    title: string | null;
+    image_ids: string[] | null;
+  }>(sql`
+    SELECT
+      c.id            AS chunk_id,
+      c.document_id   AS document_id,
+      c.content       AS content,
+      1 - (c.embedding <=> ${vecLiteral}::vector) AS score,
+      d.source        AS source,
+      d.title         AS title,
+      c.image_ids     AS image_ids
+    FROM ${schema.chunks} c
+    JOIN ${schema.documents} d ON d.id = c.document_id
+    WHERE c.embedding IS NOT NULL
+      ${opts.sourceFilter ? sql`AND d.source ILIKE ${'%' + opts.sourceFilter + '%'}` : sql``}
+    ORDER BY c.embedding <=> ${vecLiteral}::vector
+    LIMIT ${opts.topK}
+  `);
+
+  // Collect every image_id referenced across the result set.
+  const allImageIds = new Set<string>();
+  for (const r of rows) {
+    const ids = r.image_ids ?? [];
+    for (const id of ids) allImageIds.add(id);
+  }
+
+  // Bulk lookup if any references exist.
+  const imageMeta = new Map<string, { id: string; summary: string | null; page: number }>();
+  if (allImageIds.size > 0) {
+    const idList = [...allImageIds];
+    const imgRows = await db
+      .select({
+        id: schema.documentImages.id,
+        summary: schema.documentImages.summary,
+        page: schema.documentImages.page,
+      })
+      .from(schema.documentImages)
+      .where(inArray(schema.documentImages.id, idList));
+    for (const ir of imgRows) {
+      imageMeta.set(ir.id, { id: ir.id, summary: ir.summary, page: ir.page });
+    }
+  }
+
+  return rows.map((r) => {
+    const ids = r.image_ids ?? [];
+    const refs = ids
+      .map((id) => imageMeta.get(id))
+      .filter((x): x is { id: string; summary: string | null; page: number } => Boolean(x));
+    const out: RetrievalResult = {
+      chunkId: r.chunk_id,
+      documentId: r.document_id,
+      content: r.content,
+      score: Number(r.score),
+      source: r.source,
+      title: r.title,
+    };
+    if (refs.length > 0) out.imageRefs = refs;
+    return out;
+  });
+}
diff --git a/packages/rag/src/util/sema.ts b/packages/rag/src/util/sema.ts
new file mode 100644
index 0000000..99eab94
--- /dev/null
+++ b/packages/rag/src/util/sema.ts
@@ -0,0 +1,35 @@
+/**
+ * Tiny FIFO semaphore — no external deps. Used to cap page-level concurrency
+ * during vision ingest (Ollama serializes on the GPU; > 2 in flight starves
+ * upstream pipeline work).
+ */
+export interface Semaphore {
+  acquire(): Promise<() => void>;
+}
+
+export function createSemaphore(maxConcurrent: number): Semaphore {
+  if (maxConcurrent < 1) throw new Error('maxConcurrent must be >= 1');
+  let active = 0;
+  const waiters: Array<() => void> = [];
+
+  const release = (): void => {
+    active--;
+    const next = waiters.shift();
+    if (next) next();
+  };
+
+  return {
+    acquire(): Promise<() => void> {
+      if (active < maxConcurrent) {
+        active++;
+        return Promise.resolve(release);
+      }
+      return new Promise<() => void>((resolve) => {
+        waiters.push(() => {
+          active++;
+          resolve(release);
+        });
+      });
+    },
+  };
+}
diff --git a/packages/rag/src/vision.ts b/packages/rag/src/vision.ts
new file mode 100644
index 0000000..4afe4cd
--- /dev/null
+++ b/packages/rag/src/vision.ts
@@ -0,0 +1,138 @@
+import { generateText } from 'ai';
+import { createOllama } from 'ollama-ai-provider';
+import { normalizeOllamaBaseURL } from './embeddings.js';
+import {
+  OCR_PROMPT,
+  FIGURE_DETECT_PROMPT,
+  FIGURE_SUMMARY_PROMPT,
+} from './prompts.js';
+
+export interface VisionClientOptions {
+  baseUrl: string;
+  model: string;
+}
+
+export interface VisionClient {
+  // Use a permissive type — ollama-ai-provider's chat-model type is internal.
+  // The shape we need is `model: <usable as ai-sdk model>`.
+  // eslint-disable-next-line @typescript-eslint/no-explicit-any
+  model: any;
+}
+
+export function createVisionClient(opts: VisionClientOptions): VisionClient {
+  const ollama = createOllama({ baseURL: normalizeOllamaBaseURL(opts.baseUrl) });
+  return { model: ollama(opts.model) };
+}
+
+export interface DetectedFigure {
+  label: string;
+  bbox: [number, number, number, number];
+  caption: string;
+}
+
+/** OCR a page raster into clean Markdown. */
+export async function ocrPage(client: VisionClient, png: Buffer): Promise<string> {
+  const { text } = await generateText({
+    model: client.model,
+    temperature: 0.1,
+    messages: [
+      {
+        role: 'user',
+        content: [
+          { type: 'text', text: OCR_PROMPT },
+          { type: 'image', image: png },
+        ],
+      },
+    ],
+  });
+  return text.trim();
+}
+
+/**
+ * Detect figures (charts, diagrams, photos, screenshots) on a page raster.
+ * Defensive JSON parse: if it's not valid JSON, scan for the first `[` and
+ * last `]` substring; if that still won't parse, return [].
+ */
+export async function detectFigures(
+  client: VisionClient,
+  png: Buffer,
+): Promise<DetectedFigure[]> {
+  const { text } = await generateText({
+    model: client.model,
+    temperature: 0.1,
+    messages: [
+      {
+        role: 'user',
+        content: [
+          { type: 'text', text: FIGURE_DETECT_PROMPT },
+          { type: 'image', image: png },
+        ],
+      },
+    ],
+  });
+  const raw = text.trim();
+  return parseFiguresJson(raw);
+}
+
+export function parseFiguresJson(raw: string): DetectedFigure[] {
+  const tryParse = (s: string): DetectedFigure[] | null => {
+    try {
+      const parsed = JSON.parse(s);
+      if (!Array.isArray(parsed)) return [];
+      const out: DetectedFigure[] = [];
+      for (const f of parsed) {
+        if (
+          f &&
+          typeof f === 'object' &&
+          typeof f.label === 'string' &&
+          Array.isArray(f.bbox) &&
+          f.bbox.length === 4 &&
+          f.bbox.every((n: unknown) => typeof n === 'number')
+        ) {
+          out.push({
+            label: f.label,
+            bbox: [f.bbox[0], f.bbox[1], f.bbox[2], f.bbox[3]],
+            caption: typeof f.caption === 'string' ? f.caption : '',
+          });
+        }
+      }
+      return out;
+    } catch {
+      return null;
+    }
+  };
+
+  const direct = tryParse(raw);
+  if (direct !== null) return direct;
+
+  // Fallback: extract the largest `[ ... ]` substring.
+  const first = raw.indexOf('[');
+  const last = raw.lastIndexOf(']');
+  if (first >= 0 && last > first) {
+    const sliced = raw.slice(first, last + 1);
+    const tryAgain = tryParse(sliced);
+    if (tryAgain !== null) return tryAgain;
+  }
+  return [];
+}
+
+/** Summarize a single figure crop in 1–2 sentences. */
+export async function summarizeFigure(
+  client: VisionClient,
+  png: Buffer,
+): Promise<string> {
+  const { text } = await generateText({
+    model: client.model,
+    temperature: 0.1,
+    messages: [
+      {
+        role: 'user',
+        content: [
+          { type: 'text', text: FIGURE_SUMMARY_PROMPT },
+          { type: 'image', image: png },
+        ],
+      },
+    ],
+  });
+  return text.trim();
+}
diff --git a/packages/rag/tsconfig.json b/packages/rag/tsconfig.json
new file mode 100644
index 0000000..b00404c
--- /dev/null
+++ b/packages/rag/tsconfig.json
@@ -0,0 +1,10 @@
+{
+  "extends": "../../tsconfig.base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "composite": true
+  },
+  "references": [{ "path": "../shared" }, { "path": "../db" }],
+  "include": ["src/**/*"]
+}
diff --git a/packages/rag/vitest.config.ts b/packages/rag/vitest.config.ts
new file mode 100644
index 0000000..7eeb3f8
--- /dev/null
+++ b/packages/rag/vitest.config.ts
@@ -0,0 +1,8 @@
+import { defineConfig } from 'vitest/config';
+
+export default defineConfig({
+  test: {
+    environment: 'node',
+    include: ['src/**/*.test.ts'],
+  },
+});
diff --git a/packages/shared/package.json b/packages/shared/package.json
new file mode 100644
index 0000000..c3fc2cb
--- /dev/null
+++ b/packages/shared/package.json
@@ -0,0 +1,22 @@
+{
+  "name": "@app/shared",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "main": "./src/index.ts",
+  "types": "./src/index.ts",
+  "exports": {
+    ".": "./src/index.ts"
+  },
+  "scripts": {
+    "build": "tsc -b",
+    "typecheck": "tsc -p tsconfig.json --noEmit",
+    "lint": "eslint src"
+  },
+  "dependencies": {
+    "zod": "catalog:"
+  },
+  "devDependencies": {
+    "typescript": "catalog:"
+  }
+}
diff --git a/packages/shared/src/env.ts b/packages/shared/src/env.ts
new file mode 100644
index 0000000..2df4155
--- /dev/null
+++ b/packages/shared/src/env.ts
@@ -0,0 +1,27 @@
+import { z } from 'zod';
+
+const EnvSchema = z.object({
+  DATABASE_URL: z.string().url(),
+  OLLAMA_BASE_URL: z.string().url().default('http://localhost:11434'),
+  OLLAMA_CHAT_MODEL: z.string().default('llama3.1:8b'),
+  OLLAMA_EMBED_MODEL: z.string().default('nomic-embed-text'),
+  OLLAMA_VISION_MODEL: z.string().default('gemma3:4b'),
+  EMBEDDING_DIM: z.coerce.number().int().positive().default(768),
+  RAG_CHUNK_SIZE: z.coerce.number().int().positive().default(800),
+  RAG_CHUNK_OVERLAP: z.coerce.number().int().nonnegative().default(120),
+  RAG_TOP_K: z.coerce.number().int().positive().default(6),
+  NODE_ENV: z.enum(['development', 'test', 'production']).default('development'),
+});
+
+export type Env = z.infer<typeof EnvSchema>;
+
+let cached: Env | null = null;
+export function loadEnv(source: NodeJS.ProcessEnv = process.env): Env {
+  if (cached) return cached;
+  const parsed = EnvSchema.safeParse(source);
+  if (!parsed.success) {
+    throw new Error(`Invalid environment: ${parsed.error.message}`);
+  }
+  cached = parsed.data;
+  return cached;
+}
diff --git a/packages/shared/src/index.ts b/packages/shared/src/index.ts
new file mode 100644
index 0000000..664e74b
--- /dev/null
+++ b/packages/shared/src/index.ts
@@ -0,0 +1,3 @@
+export * from './schemas.js';
+export * from './env.js';
+export * from './settings.js';
diff --git a/packages/shared/src/schemas.ts b/packages/shared/src/schemas.ts
new file mode 100644
index 0000000..638d20c
--- /dev/null
+++ b/packages/shared/src/schemas.ts
@@ -0,0 +1,53 @@
+import { z } from 'zod';
+
+export const DocumentSchema = z.object({
+  id: z.string().uuid(),
+  source: z.string().min(1),
+  title: z.string().nullable(),
+  metadata: z.record(z.unknown()).default({}),
+  createdAt: z.coerce.date(),
+});
+export type Document = z.infer<typeof DocumentSchema>;
+
+export const ChunkSchema = z.object({
+  id: z.string().uuid(),
+  documentId: z.string().uuid(),
+  ordinal: z.number().int().nonnegative(),
+  content: z.string().min(1),
+  tokens: z.number().int().positive().nullable(),
+  metadata: z.record(z.unknown()).default({}),
+});
+export type Chunk = z.infer<typeof ChunkSchema>;
+
+export const RetrievalResultSchema = z.object({
+  chunkId: z.string().uuid(),
+  documentId: z.string().uuid(),
+  content: z.string(),
+  score: z.number(),
+  source: z.string(),
+  title: z.string().nullable(),
+  imageRefs: z
+    .array(
+      z.object({
+        id: z.string().uuid(),
+        summary: z.string().nullable(),
+        page: z.number().int(),
+      }),
+    )
+    .optional(),
+});
+export type RetrievalResult = z.infer<typeof RetrievalResultSchema>;
+
+export const IngestRequestSchema = z.object({
+  source: z.string().min(1),
+  title: z.string().optional(),
+  content: z.string().min(1),
+  metadata: z.record(z.unknown()).optional(),
+});
+export type IngestRequest = z.infer<typeof IngestRequestSchema>;
+
+export const ChatMessageSchema = z.object({
+  role: z.enum(['system', 'user', 'assistant', 'tool']),
+  content: z.string(),
+});
+export type ChatMessage = z.infer<typeof ChatMessageSchema>;
diff --git a/packages/shared/src/settings.ts b/packages/shared/src/settings.ts
new file mode 100644
index 0000000..85cc5b5
--- /dev/null
+++ b/packages/shared/src/settings.ts
@@ -0,0 +1,10 @@
+export interface ResolvedSettings {
+  ollamaBaseUrl: string;
+  chatModel: string;
+  embedModel: string;
+  visionModel: string;
+  chatTemperature: number;
+  ragTopK: number;
+  ragChunkSize: number;
+  ragChunkOverlap: number;
+}
diff --git a/packages/shared/tsconfig.json b/packages/shared/tsconfig.json
new file mode 100644
index 0000000..c49dd21
--- /dev/null
+++ b/packages/shared/tsconfig.json
@@ -0,0 +1,9 @@
+{
+  "extends": "../../tsconfig.base.json",
+  "compilerOptions": {
+    "outDir": "dist",
+    "rootDir": "src",
+    "composite": true
+  },
+  "include": ["src/**/*"]
+}
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
new file mode 100644
index 0000000..c890e58
--- /dev/null
+++ b/pnpm-lock.yaml
@@ -0,0 +1,7773 @@
+lockfileVersion: '9.0'
+
+settings:
+  autoInstallPeers: true
+  excludeLinksFromLockfile: false
+
+catalogs:
+  default:
+    ai:
+      specifier: ^4.0.30
+      version: 4.3.19
+    drizzle-kit:
+      specifier: ^0.30.1
+      version: 0.30.6
+    drizzle-orm:
+      specifier: ^0.38.3
+      version: 0.38.4
+    ollama-ai-provider:
+      specifier: ^1.2.0
+      version: 1.2.0
+    postgres:
+      specifier: ^3.4.5
+      version: 3.4.9
+    typescript:
+      specifier: ^5.7.3
+      version: 5.9.3
+    zod:
+      specifier: ^3.24.1
+      version: 3.25.76
+
+importers:
+
+  .:
+    devDependencies:
+      '@types/node':
+        specifier: ^22.10.5
+        version: 22.19.17
+      prettier:
+        specifier: ^3.4.2
+        version: 3.8.3
+      typescript:
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+      '@vitest/expect': 2.1.9
+      '@vitest/mocker': 2.1.9(vite@5.4.21(@types/node@22.19.17)(lightningcss@1.32.0))
+      '@vitest/pretty-format': 2.1.9
+      '@vitest/runner': 2.1.9
+      '@vitest/snapshot': 2.1.9
+      '@vitest/spy': 2.1.9
+      '@vitest/utils': 2.1.9
+      chai: 5.3.3
+      debug: 4.4.3
+      expect-type: 1.3.0
+      magic-string: 0.30.21
+      pathe: 1.1.2
+      std-env: 3.10.0
+      tinybench: 2.9.0
+      tinyexec: 0.3.2
+      tinypool: 1.1.1
+      tinyrainbow: 1.2.0
+      vite: 5.4.21(@types/node@22.19.17)(lightningcss@1.32.0)
+      vite-node: 2.1.9(@types/node@22.19.17)(lightningcss@1.32.0)
+      why-is-node-running: 2.3.0
+    optionalDependencies:
+      '@types/node': 22.19.17
+      jsdom: 25.0.1
+    transitivePeerDependencies:
+      - less
+      - lightningcss
+      - msw
+      - sass
+      - sass-embedded
+      - stylus
+      - sugarss
+      - supports-color
+      - terser
+
+  w3c-xmlserializer@5.0.0:
+    dependencies:
+      xml-name-validator: 5.0.0
+
+  webidl-conversions@7.0.0: {}
+
+  whatwg-encoding@3.1.1:
+    dependencies:
+      iconv-lite: 0.6.3
+
+  whatwg-mimetype@4.0.0: {}
+
+  whatwg-url@14.2.0:
+    dependencies:
+      tr46: 5.1.1
+      webidl-conversions: 7.0.0
+
+  which-boxed-primitive@1.1.1:
+    dependencies:
+      is-bigint: 1.1.0
+      is-boolean-object: 1.2.2
+      is-number-object: 1.1.1
+      is-string: 1.1.1
+      is-symbol: 1.1.1
+
+  which-builtin-type@1.2.1:
+    dependencies:
+      call-bound: 1.0.4
+      function.prototype.name: 1.1.8
+      has-tostringtag: 1.0.2
+      is-async-function: 2.1.1
+      is-date-object: 1.1.0
+      is-finalizationregistry: 1.1.1
+      is-generator-function: 1.1.2
+      is-regex: 1.2.1
+      is-weakref: 1.1.1
+      isarray: 2.0.5
+      which-boxed-primitive: 1.1.1
+      which-collection: 1.0.2
+      which-typed-array: 1.1.20
+
+  which-collection@1.0.2:
+    dependencies:
+      is-map: 2.0.3
+      is-set: 2.0.3
+      is-weakmap: 2.0.2
+      is-weakset: 2.0.4
+
+  which-typed-array@1.1.20:
+    dependencies:
+      available-typed-arrays: 1.0.7
+      call-bind: 1.0.9
+      call-bound: 1.0.4
+      for-each: 0.3.5
+      get-proto: 1.0.1
+      gopd: 1.2.0
+      has-tostringtag: 1.0.2
+
+  which@2.0.2:
+    dependencies:
+      isexe: 2.0.0
+
+  which@4.0.0:
+    dependencies:
+      isexe: 3.1.5
+
+  why-is-node-running@2.3.0:
+    dependencies:
+      siginfo: 2.0.0
+      stackback: 0.0.2
+
+  word-wrap@1.2.5: {}
+
+  ws@8.20.0: {}
+
+  xml-name-validator@5.0.0: {}
+
+  xmlchars@2.2.0: {}
+
+  yallist@3.1.1: {}
+
+  yocto-queue@0.1.0: {}
+
+  zod-to-json-schema@3.25.2(zod@3.25.76):
+    dependencies:
+      zod: 3.25.76
+
+  zod@3.25.76: {}
+
+  zwitch@2.0.4: {}
diff --git a/pnpm-workspace.yaml b/pnpm-workspace.yaml
new file mode 100644
index 0000000..5934c0b
--- /dev/null
+++ b/pnpm-workspace.yaml
@@ -0,0 +1,13 @@
+packages:
+  - "apps/*"
+  - "packages/*"
+
+# Catalog pins shared dependency versions across the workspace.
+catalog:
+  typescript: ^5.7.3
+  zod: ^3.24.1
+  ai: ^4.0.30
+  ollama-ai-provider: ^1.2.0
+  drizzle-orm: ^0.38.3
+  drizzle-kit: ^0.30.1
+  postgres: ^3.4.5
diff --git a/scripts/ollama-pull.sh b/scripts/ollama-pull.sh
new file mode 100755
index 0000000..371b557
--- /dev/null
+++ b/scripts/ollama-pull.sh
@@ -0,0 +1,22 @@
+#!/usr/bin/env bash
+# Pull the chat + embedding models into the running Ollama container.
+# Usage: pnpm ollama:pull
+set -euo pipefail
+
+CONTAINER="${OLLAMA_CONTAINER:-rag-ollama}"
+CHAT_MODEL="${OLLAMA_CHAT_MODEL:-llama3.1:8b}"
+EMBED_MODEL="${OLLAMA_EMBED_MODEL:-nomic-embed-text}"
+
+if ! docker ps --format '{{.Names}}' | grep -q "^${CONTAINER}$"; then
+  echo "Ollama container '${CONTAINER}' is not running. Run: pnpm stack:up" >&2
+  exit 1
+fi
+
+echo "Pulling chat model: ${CHAT_MODEL}"
+docker exec -it "${CONTAINER}" ollama pull "${CHAT_MODEL}"
+
+echo "Pulling embedding model: ${EMBED_MODEL}"
+docker exec -it "${CONTAINER}" ollama pull "${EMBED_MODEL}"
+
+echo "Done. Models available:"
+docker exec -it "${CONTAINER}" ollama list
diff --git a/spec/1.0.0/pdfupload.md b/spec/1.0.0/pdfupload.md
new file mode 100644
index 0000000..97fcd6a
--- /dev/null
+++ b/spec/1.0.0/pdfupload.md
@@ -0,0 +1,756 @@
+# Spec 1.0.0 — Vision-OCR PDF Ingest, Image Citations, Settings Page
+
+Status: **Draft for approval** · Owner: web/rag · Target: agentic-rag-app v1.0.0
+
+---
+
+## 1. Goal
+
+Replace the current text-only PDF extraction (`unpdf` → flat text) with a vision-LLM ingest pipeline that:
+
+1. Rasterizes each PDF page to PNG.
+2. Calls a local Ollama vision model (**`gemma3:4b`**) to OCR each page into clean GitHub-flavored markdown.
+3. Detects figures on each page, crops them, summarizes each crop with the same vision model, stores the crop bytes + summary, and emits an inline `![alt](asset:<uuid>)` reference at the right spot in the page markdown.
+4. Embeds (a) the markdown chunks and (b) the figure summaries into the existing pgvector index, so retrieval surfaces both text passages and figures.
+5. Lets the chat agent return image references inline; the chat UI renders them as `<img>` tags by rewriting `asset:<uuid>` → `/api/assets/<uuid>`.
+6. **Guarantees that questions about a figure return the figure inline.** When a user asks about an image (e.g. "show me the latency chart", "what does Figure 3 look like?"), the chat response MUST contain the matching `![alt](asset:<uuid>)` markdown so the UI renders the image. This is enforced by (a) a dedicated `find_figure` tool that searches figure summaries directly, (b) a system-prompt rule that obliges figure markdown when relevant, and (c) a server-side post-processor that appends a "Related figure(s)" block when the model retrieves figures but forgets to render them.
+
+Add a `/settings` page so the user can configure `OLLAMA_BASE_URL`, chat model, embed model, vision model, and a few RAG knobs at runtime (DB overlays env, env stays the bootstrap default).
+
+## 2. Non-goals
+
+- **Multi-image-per-call OCR.** v1 sends one page-image per request — Apple-Silicon Metal flakiness with multi-image gemma3 (Ollama #9697, #10986) and per-page attribution both push us here.
+- **Embedded-XObject extraction.** Out of scope for v1 — page-rasterized + vision-detected figure regions handle scanned PDFs and vector charts uniformly.
+- **Dark theme / mobile drawer for settings.** Use the existing AppShell as-is.
+- **Job queue / external worker.** v1 uses `waitUntil`-style fire-and-forget on the Node runtime and surfaces progress via DB status columns.
+- **Re-ingest on settings change.** Switching `embedModel` requires the user to re-upload affected docs; the settings UI warns instead of automating this.
+- **Auth / multi-user.** Single-user, local-first stays the model.
+
+## 3. User stories
+
+| # | As a … | I want to … | So that … |
+|---|---|---|---|
+| US-1 | local user | upload a scanned PDF | I can search it as if it were text. |
+| US-2 | local user | upload a paper with charts | I can ask "what does the latency chart show?" and get the chart inline. |
+| US-3 | local user | watch ingest progress | I know how far through OCR a 50-page PDF is. |
+| US-4 | local user | open `/settings` | I can point at a remote Ollama or change the vision model without editing `.env`. |
+| US-5 | local user | click an image in a chat answer | I can preview/zoom the figure. |
+| US-6 | local user | re-upload the same PDF after switching embed model | the index uses the new vectors. |
+| US-7 | local user | ask "show me the chart on page 4" | the chart from page 4 renders inline in the assistant's reply, not just a description of it. |
+| US-8 | local user | ask a vague question like "what does the architecture diagram look like?" | retrieval finds the diagram by its vision-generated summary even when surrounding text doesn't say "diagram", and the diagram renders inline. |
+
+## 4. Out-of-band assumptions
+
+- User is running **Ollama ≥ 0.10** locally with the `gemma3:4b`, `llama3.1:8b`, and `nomic-embed-text` tags pulled.
+- Postgres has the `pgvector` and `pg_trgm` extensions (already required).
+- macOS arm64 + Node ≥ 20. `@napi-rs/canvas` ships prebuilt arm64-darwin binaries; no Homebrew prerequisites.
+- The compose stack at port 3000 is the canonical runtime; `pnpm dev` (which we ran on 3001 during the UI redesign) is the dev runtime.
+
+## 5. Surface contracts to preserve (do not break)
+
+From the existing audit:
+
+- **DB-facing types:** `DocumentRow`, `NewDocumentRow`, `ChunkRow`, `NewChunkRow`, `documents`, `chunks` schema exports.
+- **Shared schemas:** `Document`, `Chunk`, `RetrievalResult`, `IngestRequest`, `ChatMessage`.
+- **rag exports:** `Embedder`, `EmbeddingClientOptions`, `IngestOptions`, `IngestExtras`, `IngestResult`, `RetrieveOptions`, `chunkText`, `createEmbedder`, `ingestDocument`, `retrieve`, `extractPdfText` (kept as a fallback path).
+- **agent exports:** `ToolDeps`, `AgentTools`, `RunAgentOptions`, `runAgent`, `SYSTEM_PROMPT`.
+- **API endpoints:** `/api/ingest`, `/api/ingest/upload`, `/api/chat`, `/api/sources`, `/api/documents/[id]`, `/api/documents/[id]/original`, `/api/documents/[id]/chunks` — request/response shapes stay backward compatible; new optional fields only.
+
+New surface added (not breaking): `/api/settings`, `/api/assets/[id]`, `/api/documents/[id]/status`, `/api/documents/[id]/images`, `/api/ollama/tags`, document_images table, chunks.image_ids column, documents.ingest_status + pages_done + pages_total columns, ResolvedSettings type from `@app/shared`. Agent gains a new `find_figure` tool. `RetrievalResult` gains optional `imageRefs[]`. A new `FigureHit` shape is exported from `@app/shared`.
+
+---
+
+## 6. Architecture
+
+```
+                              ┌──────────────────────────────────┐
+   POST /api/ingest/upload    │  Next.js route (Node runtime)    │
+   ────────────────────────►  │  • multipart parse + size check  │
+                              │  • detect kind (text|pdf)        │
+                              │  • insert documents row          │
+                              │    status='queued'               │
+                              │    original_content=<bytea>      │
+                              │  • return 202 { documentId }     │
+                              │  • waitUntil(runIngestJob(id))   │
+                              └──────────────┬───────────────────┘
+                                             │
+                                             ▼
+                              ┌──────────────────────────────────┐
+                              │  runIngestJob(documentId)        │
+                              │  packages/rag/src/ingest-pdf.ts  │
+                              │                                  │
+                              │  for each page:                  │
+                              │    raster = renderPage(scale=2)  │
+                              │    raster.resize(longest=1792)   │
+                              │    md = ocr(raster, gemma3:4b)   │
+                              │    figs = detect(raster, ...)    │
+                              │    for each fig:                 │
+                              │       crop, summary, embed →     │
+                              │       insert document_images     │
+                              │       splice ![alt](asset:UUID)  │
+                              │                                  │
+                              │    update pages_done++           │
+                              │                                  │
+                              │  chunkText(combinedMarkdown)     │
+                              │  embedBatch(chunks)              │
+                              │  insert chunks (image_ids ∋ ...) │
+                              │  status='ready'                  │
+                              └──────────────────────────────────┘
+
+                              ┌──────────────────────────────────┐
+   POST /api/chat (SSE)       │  agent.ts                        │
+   ────────────────────────►  │  search_kb tool                  │
+                              │   → retrieve + join images       │
+                              │   → { content, imageRefs[] }     │
+                              │  System prompt: "preserve        │
+                              │   asset:UUID image markdown"     │
+                              └──────────────┬───────────────────┘
+                                             │ stream
+                                             ▼
+                              ┌──────────────────────────────────┐
+                              │  chat.tsx (react-markdown)       │
+                              │  uriTransformer:                 │
+                              │   asset:UUID → /api/assets/UUID  │
+                              └──────────────────────────────────┘
+```
+
+### 6.1 Concurrency model
+
+- **One job per upload.** `runIngestJob(documentId)` is launched via `waitUntil(...)` from the upload route. The Node runtime keeps it alive after the response is flushed.
+- **Page-level concurrency cap = 2.** Ollama serializes on the GPU; 2 in flight balances pipeline overhead vs queue starvation. Implement with a tiny semaphore in `packages/rag/src/util/sema.ts` (no external dep).
+- **Per-document mutex.** A second upload of the same `(filename, hash)` while the first is running should reject with 409.
+
+---
+
+## 7. Data model changes
+
+### 7.1 `documents` — add columns
+
+| Column | Type | Default | Purpose |
+|---|---|---|---|
+| `ingest_status` | text | `'queued'` | enum-style: `queued \| rasterizing \| ocr \| embedding \| ready \| failed` |
+| `ingest_error` | text | null | last error message when status='failed' |
+| `pages_total` | integer | null | filled after first PDF parse |
+| `pages_done` | integer | 0 | incremented per page completed |
+| `extraction_method` | text | `'text'` | `'text' \| 'vision'` — distinguishes legacy ingests |
+
+### 7.2 `chunks` — add column
+
+| Column | Type | Default | Purpose |
+|---|---|---|---|
+| `image_ids` | uuid[] | `'{}'` | denormalized list of `document_images.id` referenced by this chunk's content |
+| `page` | integer | null | 1-based source page; populated for vision-extracted chunks |
+
+GIN index on `image_ids` for fast lookup of "which chunks reference this image":
+`CREATE INDEX chunks_image_ids_idx ON chunks USING GIN (image_ids);`
+
+### 7.3 New table — `document_images`
+
+```ts
+// packages/db/src/schema.ts
+export const documentImages = pgTable(
+  'document_images',
+  {
+    id: uuid('id').primaryKey().defaultRandom(),
+    documentId: uuid('document_id').notNull().references(() => documents.id, { onDelete: 'cascade' }),
+    page: integer('page').notNull(),                      // 1-based
+    ordinal: integer('ordinal').notNull(),                // order within page
+    kind: text('kind').notNull(),                         // 'page' | 'figure'
+    mimeType: text('mime_type').notNull(),                // 'image/png'
+    width: integer('width').notNull(),
+    height: integer('height').notNull(),
+    bbox: jsonb('bbox').$type<[number, number, number, number] | null>(), // [x,y,w,h] in 0..1; null for full-page
+    bytes: bytea('bytes').notNull(),
+    summary: text('summary'),                              // 1–2 sentences; null for kind='page'
+    summaryEmbedding: vector('summary_embedding', { dimensions: EMBEDDING_DIM }),
+    createdAt: timestamp('created_at', { withTimezone: true }).notNull().defaultNow(),
+  },
+  (t) => ({
+    docPageIdx: index('document_images_doc_page_idx').on(t.documentId, t.page, t.ordinal),
+    embeddingIdx: index('document_images_embedding_idx')
+      .using('hnsw', t.summaryEmbedding.op('vector_cosine_ops'))
+      .with({ m: 16, ef_construction: 64 }),
+  }),
+);
+```
+
+`kind='page'` rows store the rasterized page PNG (used by the document viewer to render previews without a client-side pdfjs bundle). `kind='figure'` rows store cropped figure PNGs and are the targets of `asset:` references.
+
+### 7.4 New table — `app_settings`
+
+```ts
+export const appSettings = pgTable(
+  'app_settings',
+  {
+    id: integer('id').primaryKey().default(1),         // pinned to 1
+    ollamaBaseUrl: text('ollama_base_url'),
+    chatModel: text('chat_model'),
+    embedModel: text('embed_model'),
+    visionModel: text('vision_model'),
+    chatTemperature: real('chat_temperature'),
+    ragTopK: integer('rag_top_k'),
+    ragChunkSize: integer('rag_chunk_size'),
+    ragChunkOverlap: integer('rag_chunk_overlap'),
+    updatedAt: timestamp('updated_at', { withTimezone: true }).notNull().defaultNow(),
+  },
+  (t) => ({
+    onlyOneRow: check('app_settings_singleton', sql`${t.id} = 1`),
+  }),
+);
+```
+
+Migration seeds one all-`NULL` row at id=1.
+
+### 7.5 Migration
+
+Single migration: `packages/db/drizzle/0002_vision_ocr.sql` (Drizzle Kit generates from schema diff). Includes column adds, new tables, GIN index, HNSW index, and the seed insert.
+
+---
+
+## 8. Settings layer
+
+### 8.1 Resolver
+
+New file `packages/shared/src/settings.ts`:
+
+```ts
+export interface ResolvedSettings {
+  ollamaBaseUrl: string;
+  chatModel: string;
+  embedModel: string;
+  visionModel: string;
+  chatTemperature: number;
+  ragTopK: number;
+  ragChunkSize: number;
+  ragChunkOverlap: number;
+}
+```
+
+`packages/db/src/queries.ts` adds `getSettingsRow()` / `upsertSettings(partial)`. Web app exposes `getSettings(): Promise<ResolvedSettings>` that:
+
+1. Reads the `app_settings` row.
+2. Reads env via existing `loadEnv()`.
+3. Returns env value when row column is null.
+4. Caches the resolved object in-process for 30s; cache is invalidated by `upsertSettings`.
+
+`OLLAMA_VISION_MODEL` is added to `EnvSchema` with default `'gemma3:4b'`.
+
+All hot paths that today read `loadEnv().OLLAMA_*` are switched to `await getSettings()`:
+
+- `apps/web/src/lib/embedder.ts` — embedder singleton becomes a per-request resolver that takes `(baseUrl, embedModel)`. Cached by `(baseUrl, embedModel)` tuple.
+- `apps/web/src/app/api/chat/route.ts` — passes `chatModel`, `chatTemperature`, `ragTopK` to `runAgent`.
+- New `apps/web/src/lib/vision.ts` — vision model client factory (mirror of `embedder.ts`).
+
+### 8.2 API routes
+
+- `GET /api/settings` → `{ resolved: ResolvedSettings, overrides: Partial<ResolvedSettings>, envDefaults: ResolvedSettings }`. The UI uses `overrides` to render which fields are user-set vs env-defaulted.
+- `PATCH /api/settings` body validated by a partial Zod schema; nulls clear the override and fall back to env. Returns the new `getSettings()` result.
+- `GET /api/ollama/tags` → proxies `${ollamaBaseUrl}/api/tags` and returns `{ models: { name, size, digest, modified_at }[] }`. Used by the Settings test-connection button.
+
+### 8.3 UI
+
+`apps/web/src/app/settings/page.tsx`:
+
+- Reuses the existing AppShell. New sidebar nav item **Settings** (gear icon) added in `apps/web/src/components/sidebar.tsx`.
+- Two-column form: left = labels + helper text, right = inputs. Sections:
+  - **Ollama** — base URL + Test connection button. Result row shows model count + per-model availability (✓ pulled / ✗ missing with `ollama pull <name>` copy hint) for `chatModel`, `embedModel`, `visionModel`.
+  - **Models** — three model name inputs. Embed-model field has a banner warning that changes require re-uploading affected docs (vector dim drift).
+  - **Chat** — temperature slider 0.0–1.0 step 0.05, default marker.
+  - **RAG** — collapsed "Advanced" disclosure: topK, chunkSize, chunkOverlap.
+- "Reset to env default" link per field — submits `null` for that key.
+- Save button POSTs the dirty subset, surfaces errors inline.
+
+UI follows the v1.0.0 design system: card surfaces (`rounded-xl border-border-subtle bg-surface shadow-sm`), inputs/buttons per `DESIGN.md`.
+
+---
+
+## 9. Vision-OCR ingest pipeline
+
+### 9.1 Dependencies
+
+Bump `unpdf` to `^1.6.0` in `packages/rag/package.json` (current ^0.12.1 lacks `renderPageAsImage`). Add `@napi-rs/canvas@^0.1.x` to `packages/rag/package.json` for canvas-based cropping. Both ship prebuilt darwin-arm64 binaries.
+
+`packages/rag/src/pdf.ts` adds a one-time configuration call:
+
+```ts
+import { configureUnPDF, getDocumentProxy, renderPageAsImage } from 'unpdf';
+
+let pdfjsConfigured = false;
+async function ensurePdfjs() {
+  if (pdfjsConfigured) return;
+  await configureUnPDF({ pdfjs: () => import('unpdf/pdfjs') });
+  pdfjsConfigured = true;
+}
+```
+
+This is the #1 stumbling block for `unpdf@^1`: `renderPageAsImage` requires the full pdfjs build, not the serverless one.
+
+### 9.2 New module — `packages/rag/src/ingest-pdf.ts`
+
+Public function:
+
+```ts
+export async function runIngestJob(documentId: string, opts: {
+  settings: ResolvedSettings;
+  embedder: Embedder;
+  vision: VisionClient;
+  onProgress?: (pagesDone: number, pagesTotal: number) => Promise<void>;
+}): Promise<void>;
+```
+
+Flow:
+
+1. Load document row (with `original_content`).
+2. Update `ingest_status='rasterizing'`.
+3. `await ensurePdfjs()`; `pdf = await getDocumentProxy(originalBytes)`.
+4. Set `pages_total`.
+5. For each page (semaphore concurrency 2):
+   - `raster = await renderPageAsImage(originalBytes, n, { scale: 2.0 })` → ArrayBuffer.
+   - `raster = resizeLongestEdge(raster, 1792)` (using `@napi-rs/canvas`).
+   - **OCR call** to vision model — see §9.3.
+   - **Figure-detect call** — see §9.4.
+   - For each figure: crop with canvas, persist row in `document_images` (kind=`figure`), splice an `![figure-{idx}](asset:{uuid})` token into the page markdown at the position closest to the bbox center (paragraph-break heuristic — find the nearest blank line in the markdown buffer).
+   - Insert `kind='page'` row with the resized PNG, no summary.
+   - Update `pages_done`.
+6. Update `ingest_status='embedding'`.
+7. Run existing chunker over `combinedMarkdown` (with the asset-atomicity guard from §10).
+8. For each chunk: `embedBatch`, also extract `image_ids` from chunk content via `/asset:([0-9a-f-]{36})/gi`, attach `page` (the source page of the first character).
+9. Insert chunks. Update `image_ids` on each chunk row.
+10. Embed each `document_images.summary` (one batched `embedBatch` call) and update `summary_embedding`.
+11. Update `ingest_status='ready'`, set `extraction_method='vision'`.
+
+Error handling: any throw transitions `ingest_status='failed'` and stores the message in `ingest_error`. Partial progress (chunks, images already inserted) is left in place — re-uploading replaces the document.
+
+### 9.3 OCR call
+
+`packages/rag/src/vision.ts` exports `createVisionClient({ baseUrl, model })`:
+
+```ts
+export async function ocrPage(client: VisionClient, png: Buffer): Promise<string> {
+  const { text } = await generateText({
+    model: client.model,
+    temperature: 0.1,
+    messages: [{
+      role: 'user',
+      content: [
+        { type: 'text', text: OCR_PROMPT },
+        { type: 'image', image: png },
+      ],
+    }],
+  });
+  return text.trim();
+}
+```
+
+`OCR_PROMPT` (in `packages/rag/src/prompts.ts`):
+
+> Convert this page to clean GitHub-flavored Markdown. Preserve heading levels, lists, tables (use pipe syntax), and code blocks. Do not invent text that is not on the page. Do not add commentary, preamble, or trailing notes — output only the Markdown body.
+
+Use the `ollama-ai-provider` already in the dep tree; vision support works through `messages` with `image` parts. The provider accepts `Buffer` directly.
+
+### 9.4 Figure detection + crop
+
+Second call per page:
+
+```
+You are given the same page image as above. List figures, charts, diagrams, photos,
+or screenshots present on the page. For each, return a JSON array entry:
+  { "label": "Figure 3" | "Chart" | "Diagram" | <best guess>,
+    "bbox": [x, y, w, h],   // 0..1 page coordinates
+    "caption": "<one tight sentence>" }
+Return ONLY the JSON array. If there are no figures, return [].
+```
+
+Parse the JSON; on parse failure, log and skip (no figures for that page). For each figure:
+
+- Pad bbox by 3% on every side (clamp 0..1).
+- Crop the (already 1792-wide) page raster with `@napi-rs/canvas` `drawImage`, encode PNG with `toBuffer('image/png')`.
+- Generate a UUID, insert into `document_images`.
+- Run a third vision call **on the crop**: "Summarize this figure in 1–2 sentences for retrieval. Do not include the figure number." Store result as `summary`.
+
+Markdown injection: append `\n\n![{label}](asset:{uuid})\n\n*{caption}*\n\n` after the OCR markdown produced for that page. (Bbox-position-aware splicing is a v1.1 polish.)
+
+### 9.5 Asset-token atomicity
+
+`packages/rag/src/chunker.ts` is recursive char-based and will happily split `![alt](asset:uuid)` mid-link. Mitigation:
+
+- Insert each asset block flanked by `\n\n` so the existing `\n\n` separator preference rarely splits inside.
+- Add a defensive post-pass: after `chunkText`, if any chunk ends mid-`asset:` token, merge it with the next chunk.
+
+### 9.6 Status streaming
+
+The upload route returns 202 + `{ documentId }`. Two ways for the UI to follow progress:
+
+1. **Polling:** new `GET /api/documents/[id]/status` returns `{ status, pagesDone, pagesTotal, error }`. The Documents page polls every 2s for any document not in `'ready' | 'failed'`.
+2. **SSE (deferred to v1.1):** `GET /api/documents/[id]/events`.
+
+v1 ships polling.
+
+---
+
+## 10. Asset serving + chat changes
+
+### 10.1 `GET /api/assets/[id]`
+
+`apps/web/src/app/api/assets/[id]/route.ts`:
+
+- Read `document_images` row by id.
+- Stream bytea with `Content-Type: image/png`, `Cache-Control: public, max-age=31536000, immutable`, `ETag: "<id>"`.
+- 404 if missing.
+
+### 10.2 Retrieval changes
+
+`packages/rag/src/retrieve.ts`:
+
+- After the ANN query, if any returned chunk has non-empty `image_ids`, fan out a single `SELECT id, summary, page, document_id FROM document_images WHERE id = ANY($1)` and attach a `imageRefs: { id, summary, page }[]` field per result.
+
+`RetrievalResult` in `packages/shared/src/schemas.ts` gets an optional `imageRefs?: { id: string; summary: string | null; page: number }[]`.
+
+### 10.3 New: figure-only retrieval
+
+`packages/rag/src/retrieve-figures.ts` adds:
+
+```ts
+export interface FigureHit {
+  id: string;            // document_images.id
+  documentId: string;
+  source: string;        // documents.source
+  title: string | null;
+  page: number;
+  summary: string;
+  score: number;         // cosine similarity 0..1
+}
+
+export async function retrieveFigures(
+  query: string,
+  opts: { topK?: number; embedder: Embedder; sourceFilter?: string },
+): Promise<FigureHit[]>;
+```
+
+Implementation: embed `query` with the same embedder used for chunks, run an HNSW cosine search against `document_images.summary_embedding`, join `documents` for `source`/`title`, return top-K (default 4). This is the **direct path** that guarantees a figure can be located by a question that only describes it.
+
+### 10.4 Agent tools
+
+The agent gains a third figure-aware tool alongside `search_kb`/`fetch_doc`/`list_sources`:
+
+```ts
+// packages/agent/src/tools.ts
+findFigure: tool({
+  description:
+    "Find figures (charts, diagrams, photos, screenshots) in the knowledge base by what they show. " +
+    "Use this whenever the user asks to see, show, or describe an image, figure, chart, diagram, " +
+    "screenshot, or visual element. Returns figure refs that MUST be rendered inline as " +
+    "![alt](asset:UUID) markdown in your reply.",
+  parameters: z.object({
+    query: z.string().min(2),
+    topK: z.number().int().min(1).max(10).optional(),
+    sourceFilter: z.string().optional(),
+  }),
+  execute: async ({ query, topK = 4, sourceFilter }) => {
+    const hits = await retrieveFigures(query, { topK, sourceFilter, embedder: deps.embedder });
+    return {
+      figures: hits.map((h) => ({
+        assetMarkdown: `![${h.title ?? 'figure'} (p.${h.page})](asset:${h.id})`,
+        source: h.source,
+        title: h.title,
+        page: h.page,
+        summary: h.summary,
+        score: h.score,
+      })),
+    };
+  },
+}),
+```
+
+Returning `assetMarkdown` pre-baked (rather than just the UUID) makes "render this string verbatim" trivial for small models.
+
+### 10.5 Agent system prompt
+
+`packages/agent/src/prompts.ts` extends the existing prompt with:
+
+> **Image rendering rules — MANDATORY**
+>
+> 1. If the user asks to **see, show, view, find, look at, describe, or compare** any **image, figure, chart, diagram, screenshot, photo, or visual** — call the `find_figure` tool first, before `search_kb`.
+> 2. Whenever a tool result contains an `assetMarkdown` field or any retrieved chunk contains the literal token `asset:<uuid>` inline, copy that markdown into your reply **verbatim**. Do not paraphrase the URI, do not unwrap to text, do not write "(see figure 3)" instead. The UI only renders `<img>` tags from `![…](asset:UUID)` markdown.
+> 3. After rendering an image, write one short sentence describing what it shows (drawn from the figure summary). Then continue your normal answer.
+> 4. If `find_figure` returns no hits, say so plainly ("I couldn't find a figure matching that") rather than fabricating one.
+>
+> **Few-shot example**
+>
+> User: *"Show me the latency chart."*
+>
+> [tool: find_figure({ query: "latency chart" })] →
+> `{ figures: [{ assetMarkdown: "![paper.pdf (p.7)](asset:7f2c…)", page: 7, summary: "Latency vs request size, log-log scale.", source: "paper.pdf" }] }`
+>
+> Assistant:
+> ```
+> Here is the latency chart from paper.pdf, page 7:
+>
+> ![paper.pdf (p.7)](asset:7f2c1e1a-aaaa-bbbb-cccc-1234567890ab)
+>
+> It plots latency against request size on a log–log scale. [paper.pdf:Latency by request size]
+> ```
+
+### 10.6 Server-side post-processing safety net
+
+Small chat models (4–8B) sometimes drop image markdown despite explicit instructions. To make US-7/US-8 deterministic, the chat route post-processes the assistant's final text **before** flushing the SSE stream:
+
+`apps/web/src/app/api/chat/route.ts`:
+
+1. Use the AI SDK `onFinish` hook (or `streamText({ ..., onFinish })`) to capture (a) the final assistant text, (b) every tool call/result that occurred during the run.
+2. Extract the union of figure UUIDs from:
+   - `findFigure` tool results (`figures[].assetMarkdown` UUID component)
+   - `searchKb` tool results (`results[].imageRefs[].id`)
+3. Scan the assistant text for `asset:<uuid>` tokens already present (regex `/asset:([0-9a-f-]{36})/gi`).
+4. If the **user's last message** matches the visual-intent regex `/\b(show|view|see|look at|display|render|figure|chart|diagram|screenshot|image|photo|picture)\b/i` AND there are figure UUIDs from tools that the assistant did NOT include, append:
+   ```
+   \n\n---\n**Related figure(s)**\n\n
+   ![<title> (p.<page>)](asset:<uuid>)
+   ```
+   one per missing figure (cap at 3, ordered by tool-result order).
+5. Stream the patched text. Implementation note: with `simulateStreaming: true` already enabled (per `agent.ts`), we own the streamed text and can patch the final tail before flush.
+
+This is a **belt-and-suspenders** layer: prompt + tool design should already cover 95% of cases; the post-processor catches the long tail.
+
+#### 10.6.1 Hard-fallback (third layer)
+
+If, after the post-processor runs, the assistant text *still* contains zero `asset:<uuid>` tokens AND visual intent was detected AND figure UUIDs were available from tool results, **prepend** (not append) a single `![…](asset:UUID)` line for the top-ranked figure to the streamed message. This is the floor: under no condition does a clearly-visual user question end with a reply that has tool-retrieved figures but no inline image. Logged as `image_inject_reason='hard_fallback'` for telemetry; surfaced to the dev console in development mode.
+
+#### 10.6.2 Streaming + final-pass implementation
+
+The current chat path uses `simulateStreaming: true` (per `packages/agent/src/agent.ts`) — the AI SDK collects the full text and re-emits it as a fake stream. That gives us a single point to patch:
+
+```ts
+// apps/web/src/app/api/chat/route.ts
+const result = await runAgent({ ... });
+
+return result.toDataStreamResponse({
+  // intercept final assistant text and rewrite before tokens flush
+  experimental_transform: createImageGuaranteeTransform({
+    userMessage,
+    toolResults: result.toolResults,
+  }),
+});
+```
+
+`createImageGuaranteeTransform` is implemented in `apps/web/src/lib/image-guarantee.ts` and follows the AI SDK `TextStreamPart` transform contract. It buffers all `text-delta` parts, applies §10.6 + §10.6.1 to the concatenated text, and re-emits a single `text-delta` with the patched body before the `finish` part. Because `simulateStreaming` already collapses streaming into a single batch, this is lossless — no partial-render flicker.
+
+### 10.7 Chat UI rewrite — guaranteed `<img>` rendering
+
+`apps/web/src/components/chat.tsx` replaces the current `whitespace-pre-wrap` block with **`react-markdown@^9`** + `remark-gfm` so the model's markdown renders as headings, lists, tables, links, and images.
+
+#### 10.7.1 The default-blocks-asset-URLs trap
+
+`react-markdown@^9` ships a default `urlTransform` that **strips any URL not matching its safe-protocol allow-list** (`http`, `https`, `mailto`, `tel`, `irc`, etc.). `asset:UUID` is not on that list — without overriding `urlTransform`, every figure URL gets nulled out and **no `<img>` ever renders**, no matter what the model emits. This is the single highest-risk silent failure in the whole spec; it must be fixed in the same commit that introduces `react-markdown`.
+
+```tsx
+// apps/web/src/components/markdown.tsx
+import ReactMarkdown from 'react-markdown';
+import remarkGfm from 'remark-gfm';
+
+const ASSET_PREFIX = 'asset:';
+
+function urlTransform(uri: string): string {
+  if (uri.startsWith(ASSET_PREFIX)) {
+    const id = uri.slice(ASSET_PREFIX.length);
+    if (!/^[0-9a-f-]{36}$/i.test(id)) return ''; // invalid UUID → drop
+    return `/api/assets/${id}`;
+  }
+  // delegate everything else to react-markdown's default safelist
+  return uri;
+}
+
+export function ChatMarkdown({ children }: { children: string }) {
+  return (
+    <ReactMarkdown
+      remarkPlugins={[remarkGfm]}
+      urlTransform={urlTransform}
+      components={{
+        img: ({ src, alt }) => (
+          <a
+            href={src ?? '#'}
+            target="_blank"
+            rel="noreferrer"
+            className="block my-3 max-w-full"
+          >
+            <img
+              src={src}
+              alt={alt ?? ''}
+              loading="lazy"
+              decoding="async"
+              className="rounded-xl border border-border-subtle bg-surface shadow-sm max-h-[480px] max-w-full object-contain"
+              onError={(e) => {
+                // surface broken-asset state to the user, do not silently 404
+                const img = e.currentTarget;
+                img.replaceWith(Object.assign(document.createElement('span'), {
+                  className: 'inline-flex items-center gap-1.5 text-xs text-danger',
+                  textContent: `Failed to load image (${alt ?? 'asset'})`,
+                }));
+              }}
+            />
+          </a>
+        ),
+        a: ({ href, children }) => (
+          <a href={href} target="_blank" rel="noreferrer" className="text-accent hover:underline">
+            {children}
+          </a>
+        ),
+      }}
+    >
+      {children}
+    </ReactMarkdown>
+  );
+}
+```
+
+#### 10.7.2 Other rendering pitfalls — explicitly addressed
+
+- **Streaming partial markdown.** While text streams in, the buffer may briefly contain `![alt](asset:1234` (no closing paren). `react-markdown` handles incomplete markdown gracefully — it renders the partial as text, not a broken `<img>`. Verified with a unit test that feeds the parser a half-token.
+- **`next/image` does NOT apply.** We use a plain `<img>`, not `<Image>`. No `next.config.js` `images.remotePatterns` change needed; `/api/assets/...` is same-origin.
+- **CSP / Strict-Transport.** No CSP is set today; if one is added later, ensure `img-src 'self'` covers `/api/assets/`.
+- **Asset 404.** The `<img onError>` handler swaps the element for a small `text-danger` "Failed to load image (alt)" span so a stale UUID doesn't render as a silent broken-image icon.
+- **GFM tables and code blocks** coexist with images — `remarkGfm` is needed for tables; without it, OCR'd tables render as raw pipes. Spec mandates `remarkGfm`.
+- **`react-markdown` versus `MDXRemote`.** Do not adopt MDX here — we don't need component embedding, and MDX would require an extra build step.
+
+#### 10.7.3 Asset endpoint must return image bytes correctly
+
+The `/api/assets/[id]` route (§10.1) MUST set:
+
+- `Content-Type` from the row (`image/png`, possibly `image/jpeg` later).
+- `Content-Length` (browsers gate progressive rendering on it).
+- `Cache-Control: public, max-age=31536000, immutable` — UUIDs are content-immutable.
+- Body MUST be a `Buffer` / `Uint8Array`, not a base64 string. Verified with `curl -I` returning `Content-Type: image/png`.
+
+#### 10.7.4 Render verification — automated
+
+Add a Playwright (or Vitest + jsdom + @testing-library) test in `apps/web/src/__tests__/chat-render.test.tsx` that:
+
+1. Mocks `useChat` to deliver an assistant message containing `![chart](asset:00000000-0000-0000-0000-000000000001)`.
+2. Stubs `fetch('/api/assets/...')` to return a 1×1 PNG.
+3. Asserts `screen.getByRole('img', { name: 'chart' })` exists and `img.src` ends with `/api/assets/00000000-0000-0000-0000-000000000001`.
+4. Negative case: mocks an assistant message with `[bad](javascript:alert(1))` and asserts NO `<a>` with that href is rendered (URL transformer gates it).
+
+This is the gating test for the "image will render in chat" requirement — it fails the build if any of: missing `urlTransform`, broken custom `img` component, missing `remarkGfm`, or a regression in the asset-prefix rewrite would silently break rendering.
+
+**New deps in `apps/web/package.json`:** `react-markdown@^9`, `remark-gfm@^4`. Both pure-JS, ~50 KB gzipped together.
+
+### 10.8 Document viewer
+
+`apps/web/src/components/document-viewer.tsx` adds a third tab **"Pages"** that lists `document_images` with `kind='page'` (one card per page) and shows their figures as a small horizontal scroll under each page card. Pure read-only.
+
+---
+
+## 11. Phasing / milestones
+
+Each phase ends in a green typecheck + `next build`. UI phases also get a manual smoke test with the dev server.
+
+### Phase A — Schema + Settings (no behavior change)
+A1. Add columns + tables in `schema.ts`; generate `0002_vision_ocr.sql`.
+A2. Add `appSettings`, `documentImages`, the new chunk + document columns; run migrations.
+A3. Implement `getSettings()` resolver + cache.
+A4. Add `OLLAMA_VISION_MODEL` to env schema.
+A5. Build `/api/settings`, `/api/ollama/tags` routes.
+A6. Build `/settings` page; add Settings nav item to sidebar.
+
+Exit criteria: settings page round-trips persisted overrides; existing chat/ingest flows still pass without using settings yet (env still wins because no overrides set).
+
+### Phase B — Vision-OCR ingest path
+B1. Bump `unpdf`, add `@napi-rs/canvas`. Wire `configureUnPDF`.
+B2. Add `packages/rag/src/vision.ts` (vision client + OCR + figure-detect helpers).
+B3. Add `packages/rag/src/ingest-pdf.ts`. Wire it from `apps/web/src/app/api/ingest/upload/route.ts` for `kind='pdf'`. Keep `extractPdfText` reachable as `extraction_method='text'` fallback for any PDF where vision fails after retry.
+B4. Implement `/api/documents/[id]/status`. Wire polling on Documents page (status badge replaces static "indexed" pill).
+B5. Implement `/api/assets/[id]`.
+B6. Update retrieval + `RetrievalResult` shape (chunks join `document_images` for `imageRefs`).
+B7. Add `retrieveFigures()` + figure HNSW index already created in Phase A migration.
+B8. Add `find_figure` tool to the agent's `buildTools()`.
+
+Exit criteria: a 5-page PDF with one chart end-to-end yields a Documents page showing `ready`; the document detail page shows page rasters + figure crops; a chat query "show me the chart" returns an inline image (rendered as `<img>` in the UI), AND a chat query "what does the latency chart show?" finds the figure even if the surrounding text doesn't say "latency".
+
+### Phase C — Chat UX polish + image-answer guarantee
+C1. Switch chat message rendering to `react-markdown@^9` + `remark-gfm` with the **`urlTransform` override** (§10.7.1), custom `<img>` component with `onError` fallback, and the `<a>` wrapper per §10.7.
+C2. System-prompt addendum (image rendering rules + few-shot).
+C3. **Server-side post-processor (§10.6)** — catch dropped image markdown and append a "Related figure(s)" block when the user's question signals visual intent.
+C4. **Hard-fallback layer (§10.6.1)** — guarantee at least one inline image when visual intent is clear and tools returned figures.
+C5. **Render-verification test (§10.7.4)** — Vitest + jsdom asserts an `<img>` element with `/api/assets/…` src actually appears in the DOM. Phase C is **not green** until this test passes.
+C6. Add a "Pages" tab to the document viewer.
+C7. Documents page: per-row inline progress bar driven by `pagesDone / pagesTotal`.
+
+Exit criteria: the explicit prompts "show me the chart on page N" and "what does the architecture diagram look like?" each result in an `<img src="/api/assets/…">` element in the rendered DOM, verified by the automated test in C5 *and* a manual DevTools inspection.
+
+### Phase D — Hardening
+D1. Concurrency-2 semaphore + per-document mutex.
+D2. Asset-token atomicity post-pass in chunker.
+D3. Failure paths: bad PDF, vision model not pulled, malformed JSON from figure-detect, oversized image.
+D4. Settings test-connection: surface per-model availability with copy-paste pull commands.
+D5. Re-upload semantics: deleting a document cascades to `chunks` + `document_images` (already true via FK — verify).
+
+---
+
+## 12. Risks + mitigations
+
+| Risk | Likelihood | Impact | Mitigation |
+|---|---|---|---|
+| `gemma3:4b` Metal flakiness on multi-image | medium | medium | one-image-per-call; pin Ollama ≥ 0.10; retry once on EOF |
+| OCR latency for 50-page PDFs (5 min+) | high | high | async + status polling; concurrency cap = 2; surface progress |
+| Chunker splits `asset:` mid-token | medium | medium | flanking `\n\n` + post-pass merge guard |
+| Embed-model dim drift via settings | low | high | settings UI banner + server-side validation against `ollama show` if reachable |
+| `unpdf@^1` vs serverless pdfjs build | high | high | `configureUnPDF({ pdfjs: () => import('unpdf/pdfjs') })` documented in vision.ts |
+| Vision model returns invalid JSON in figure-detect | medium | low | parse guard, log, skip page's figures, OCR still wins |
+| `react-markdown` XSS on attacker-controlled markdown | low (single-user) | low | URI transformer rejects non-`asset:`/non-http(s); skip raw HTML |
+| DB bloat from page rasters | medium | medium | pages stored at 1792px PNG (~150 KB each); reconsider if a workspace exceeds 5 GB |
+| AGPL contamination | n/a | high | mupdf disqualified; unpdf MIT only |
+| Small chat model drops `![…](asset:UUID)` markdown despite system prompt | medium | high | dedicated `find_figure` tool returns pre-baked `assetMarkdown`; few-shot in prompt; server-side post-processor (§10.6) appends a "Related figure(s)" block when visual intent is detected and figure UUIDs from tool results are missing from the reply |
+| `find_figure` returns wrong figure due to weak summary | medium | medium | summaries are vision-generated 1–2 sentences (§9.4) — much higher recall than naive alt-text; cap topK at 4; user can refine with `sourceFilter` |
+| User asks for a figure but no PDF has been uploaded | low | low | tool returns empty array; system-prompt rule §10.5(4) says the assistant must say so plainly |
+
+---
+
+## 13. Test plan
+
+### Unit
+- `packages/rag/src/__tests__/asset-tokens.test.ts` — chunker keeps `![…](asset:UUID)` intact.
+- `packages/rag/src/__tests__/vision.test.ts` — OCR + figure-detect mocked Ollama responses parse correctly.
+- `packages/db/src/__tests__/settings.test.ts` — `getSettings()` overlays env behavior; cache invalidation.
+- `apps/web/src/__tests__/visual-intent.test.ts` — the visual-intent regex used by the post-processor matches "show me", "what does X look like", "the diagram", "figure 3", "screenshot of Y" and does NOT match neutral questions ("explain how X works", "what is the runtime complexity").
+- `apps/web/src/__tests__/image-postprocess.test.ts` — given a fixture of (user message, tool calls, assistant text), confirms the post-processor: (a) leaves text alone when the assistant already included the asset markdown, (b) appends a "Related figure(s)" block when visual intent is true AND tool results contained UUIDs the assistant dropped, (c) does nothing on neutral questions, (d) caps additions at 3.
+
+### Integration (against a live Ollama)
+- A 1-page text PDF (no figures) ingests in <30 s, ends `ready`, chunks contain no `asset:` tokens.
+- A 1-page PDF with one chart ingests, `document_images` has 1 page row + 1 figure row.
+- **Image-answer guarantee (US-7)**: after ingesting a 5-page PDF with three figures, sending the chat prompt "show me the chart on page 4" results in a final assistant message whose markdown contains `![…](asset:<uuid>)` matching the page-4 figure's UUID. Repeat with `find_figure` mocked to fail → confirm post-processor still appends the figure (because the chunk-side `imageRefs` provides the UUID).
+- **Image-answer guarantee (US-8)**: a query phrased as "what does the architecture diagram look like?" against a PDF whose page-text never says "architecture" but whose figure summary does, surfaces the matching `asset:<uuid>` inline. Verifies that `retrieveFigures()` finds the figure via summary-embedding similarity.
+- A 50-page paper ingests, status transitions queued → rasterizing → ocr → embedding → ready, `pagesDone` increments monotonically.
+- Killing the process mid-ingest leaves a row with status='failed' on next visit (or stuck — manual cleanup is acceptable for v1).
+
+### Manual UI smoke
+- Upload PDF, watch `/documents` list show progress bar.
+- Open document detail, see "Pages" tab with rasters + figure crops.
+- Ask "show me the chart" → assistant reply renders `<img src="/api/assets/...">` (verify in DevTools, not just text).
+- Ask "what does the diagram on page 2 show?" → image renders + sentence describing it appears.
+- Ask a neutral non-visual question on the same doc → no spurious figures injected.
+- Open `/settings`, change vision model, click Test connection, see availability.
+- Reset to env default, save, confirm row is null.
+
+---
+
+## 14. Estimated scope
+
+| Phase | Files touched | New files | Est. LOC | Est. hours |
+|---|---|---|---|---|
+| A — Settings | ~8 | 3 (settings page, API, resolver) | ~600 | 4–6 |
+| B — Ingest | ~12 | 4 (ingest-pdf, vision, prompts, status route, assets route) | ~900 | 8–12 |
+| C — Chat UX | ~5 | 0 | ~250 | 2–3 |
+| D — Hardening | ~6 | 1 (sema util) | ~250 | 2–3 |
+
+Total: ~2 working days for a focused implementer; ~1 day if the model-call latency on the dev box doesn't dominate the loop.
+
+---
+
+## 15. Open questions for sign-off
+
+1. Should the ingest job be cancellable (Documents page "Cancel" button) in v1, or is "fail = re-upload" sufficient? *Recommend: deferred to v1.1.*
+2. Should `/settings` allow toggling **off** the vision pipeline per-upload (legacy text-only), or always use vision for PDFs? *Recommend: always vision; the text fallback only fires when vision throws.*
+3. Should `kind='page'` rasters be stored eagerly or lazily? Eager doubles the storage but powers the document viewer "Pages" tab without a re-rasterize. *Recommend: eager — storage is cheap and previews must be fast.*
+4. Is a one-line CHANGELOG sufficient release-notes coverage, or should we generate a user-facing blurb?
+5. **Image-injection aggressiveness.** The post-processor (§10.6) only fires when the user's last message matches the visual-intent regex. Should it also fire when the assistant explicitly *names* a figure ("Figure 3 shows…") in its reply but doesn't render it? *Recommend: yes, add a second trigger that scans the assistant text for `(?:figure|chart|diagram|screenshot)\s+\d+` and matches against retrieved figure pages. Implement as part of Phase C if a manual smoke test shows the rule is needed; otherwise defer.*
+6. **Lightbox UX.** Clicking an inline image currently opens the asset URL in a new tab. Worth building an in-page lightbox now (zoom, pan, prev/next within reply)? *Recommend: defer to v1.1 — single-image new-tab is fine for a local-first tool.*
diff --git a/spec/spec-1.0.0/00-overview.md b/spec/spec-1.0.0/00-overview.md
new file mode 100644
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--- /dev/null
+++ b/spec/spec-1.0.0/00-overview.md
@@ -0,0 +1,43 @@
+# Agentic RAG — Project Overview
+
+## Goal
+Build a local-first agentic RAG application: a Next.js chat UI backed by an
+LLM agent that retrieves grounded answers from a private knowledge base. The
+stack runs end-to-end on a single developer machine via Docker.
+
+## Non-goals (v1)
+- Multi-tenant auth / orgs
+- Cloud-hosted LLM providers (OpenAI, Anthropic) — hooks left open, not wired
+- Realtime collaboration
+- Fine-tuning models
+
+## Stack
+| Layer            | Choice                                      | Why                                       |
+| ---------------- | ------------------------------------------- | ----------------------------------------- |
+| Framework        | Next.js 15 (App Router, Server Components)  | Streaming, edge-ready, single deploy unit |
+| Language         | TypeScript (strict)                         | Shared types across server/client/agent   |
+| LLM runtime      | Ollama (chat + embeddings)                  | Local, no API keys, GPU/CPU friendly      |
+| Agent / SDK      | Vercel AI SDK (`ai` + `ollama-ai-provider`) | First-class streaming, tools, multi-step  |
+| Vector store     | Postgres + pgvector + HNSW                  | Single DB, ANN, transactional ingest      |
+| ORM / migrations | Drizzle ORM + drizzle-kit                   | Type-safe, SQL-first, plays well with pg  |
+| Container        | Docker Compose                              | Reproducible local stack                  |
+| Pkg manager      | pnpm workspaces (catalog versions)          | Fast, deterministic, monorepo-native      |
+
+## When LangChain?
+LangChain is intentionally **not** a dependency in v1. Drop it in only if/when
+we need: production-grade document loaders for many formats, prebuilt agent
+patterns we don't want to maintain, or graph orchestration (LangGraph). For
+chunking + embed + retrieve + tool-calling, the AI SDK + a thin RAG layer is
+sufficient and has lower lock-in.
+
+## High-level flow
+1. **Ingest**: `POST /api/ingest` → chunk → embed (Ollama) → write `documents`
+   + `chunks` (with vector) in a single transaction.
+2. **Chat**: `POST /api/chat` → AI SDK `streamText` with tools
+   (`search_kb`, `fetch_doc`, `list_sources`) → model decides when to retrieve
+   → response streams back to the UI.
+3. **Retrieve**: cosine ANN over `chunks.embedding` (HNSW index), joined to
+   `documents` for source attribution.
+
+See `01-architecture.md` for component diagrams and `02-data-model.md`
+for the schema.
diff --git a/spec/spec-1.0.0/01-architecture.md b/spec/spec-1.0.0/01-architecture.md
new file mode 100644
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--- /dev/null
+++ b/spec/spec-1.0.0/01-architecture.md
@@ -0,0 +1,76 @@
+# Architecture
+
+## Monorepo layout
+```
+apps/
+  web/                Next.js 15 app (UI + API routes)
+packages/
+  shared/             zod schemas, env loader, shared types
+  db/                 Drizzle schema, client, migrate runner
+  rag/                chunker, embedder, ingest, retrieve
+  agent/              AI SDK agent loop + tools + prompts
+docker/postgres/      DB init SQL (CREATE EXTENSION vector)
+scripts/              dev helpers (ollama-pull.sh)
+spec/                 design docs
+```
+
+Dependency direction (no cycles):
+```
+shared  ◄── db ◄── rag ◄── agent ◄── web
+                  │
+                  └────────────┘ (web also imports rag/db/shared directly)
+```
+
+## Components
+
+### `packages/shared`
+- `schemas.ts`: zod schemas + inferred types for `Document`, `Chunk`,
+  `RetrievalResult`, `IngestRequest`, `ChatMessage`.
+- `env.ts`: validated env loader, single source of truth for config.
+
+### `packages/db`
+- `schema.ts`: Drizzle table defs for `documents`, `chunks`. `chunks.embedding`
+  is `vector(EMBEDDING_DIM)`. HNSW index with `vector_cosine_ops`.
+- `client.ts`: lazy singleton `postgres-js` connection.
+- `migrate.ts`: applies `./drizzle` migrations on boot/CI.
+
+### `packages/rag`
+- `chunker.ts`: recursive character splitter with overlap.
+- `embeddings.ts`: thin wrapper over `ollama-ai-provider` + AI SDK
+  `embed`/`embedMany`.
+- `ingest.ts`: `chunk → embed → INSERT documents+chunks` in one tx.
+- `retrieve.ts`: cosine ANN search returning top-k with source metadata.
+
+### `packages/agent`
+- `tools.ts`: AI SDK tools — `search_kb`, `fetch_doc`, `list_sources`.
+- `prompts.ts`: system prompt enforcing tool-first behavior + citations.
+- `agent.ts`: `streamText` with tools, `maxSteps` cap on tool-use rounds.
+
+### `apps/web`
+- `app/api/chat/route.ts`: POST → `runAgent(...)` → `toDataStreamResponse()`.
+- `app/api/ingest/route.ts`: POST → `ingestDocument(...)`.
+- `components/chat.tsx`: client component using `useChat` from `ai/react`.
+
+## Request lifecycle (chat)
+```
+client (useChat)
+  ─POST /api/chat──►  Next route (Node runtime)
+                       ├─ build embedder (Ollama)
+                       ├─ runAgent → streamText
+                       │    ├─ model decides: tool call?
+                       │    ├─ search_kb → retrieve() → pgvector ANN
+                       │    ├─ (loop up to maxSteps)
+                       │    └─ final assistant message
+                       └─ toDataStreamResponse()  ──► client stream
+```
+
+## Why pgvector + HNSW (not a separate vector DB)
+- Single source of truth, transactional ingest with metadata.
+- HNSW index gives sub-50ms ANN at low/medium scale (<1M chunks).
+- Easy hybrid search later: HNSW + `pg_trgm` GIN index already in place.
+
+## Future expansion points
+- Reranker (e.g. `bge-reranker`) between `retrieve` and the model.
+- BM25 hybrid via `tsvector` or `paradedb` for keyword recall.
+- LangGraph if multi-agent / branching workflows appear.
+- Per-user namespaces via row-level filter on `documents.metadata.user_id`.
diff --git a/spec/spec-1.0.0/02-data-model.md b/spec/spec-1.0.0/02-data-model.md
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--- /dev/null
+++ b/spec/spec-1.0.0/02-data-model.md
@@ -0,0 +1,45 @@
+# Data Model
+
+## Tables
+
+### `documents`
+| Column      | Type                       | Notes                              |
+| ----------- | -------------------------- | ---------------------------------- |
+| id          | uuid (pk, default random)  |                                    |
+| source      | text not null              | URI / path / logical source key    |
+| title       | text null                  | Human-readable title               |
+| metadata    | jsonb not null default '{}'| Free-form (author, tags, mime)     |
+| created_at  | timestamptz not null now() |                                    |
+
+Indexes: `documents_source_idx (source)`.
+
+### `chunks`
+| Column       | Type                                                        | Notes                       |
+| ------------ | ----------------------------------------------------------- | --------------------------- |
+| id           | uuid (pk, default random)                                   |                             |
+| document_id  | uuid not null fk → documents.id ON DELETE CASCADE           |                             |
+| ordinal      | int not null                                                | Position in source document |
+| content      | text not null                                               | Chunk text                  |
+| tokens       | int null                                                    | Optional token count        |
+| embedding    | vector(EMBEDDING_DIM)                                       | nomic-embed-text → 768      |
+| metadata     | jsonb not null default '{}'                                 |                             |
+| created_at   | timestamptz not null now()                                  |                             |
+
+Indexes:
+- `chunks_doc_ordinal_idx (document_id, ordinal)` — reassemble in order.
+- `chunks_embedding_idx HNSW (embedding vector_cosine_ops)` — ANN.
+- `chunks_content_trgm_idx GIN (content gin_trgm_ops)` — keyword fallback.
+
+## Embedding dimension
+Set at table creation via `EMBEDDING_DIM`. Changing it requires:
+1. Update env + restart.
+2. Generate a new migration (drizzle-kit) altering the vector column.
+3. Re-embed all chunks (run a backfill script).
+
+## Cascading
+Deleting a document deletes its chunks (FK cascade). No orphan rows.
+
+## Future tables (sketched, not in v1)
+- `conversations` (id, created_at, user_id?)
+- `messages` (conversation_id, role, content, tool_calls jsonb)
+- `runs` (agent run trace for debugging)
diff --git a/spec/spec-1.0.0/03-agent-design.md b/spec/spec-1.0.0/03-agent-design.md
new file mode 100644
index 0000000..c0d6595
--- /dev/null
+++ b/spec/spec-1.0.0/03-agent-design.md
@@ -0,0 +1,54 @@
+# Agent Design
+
+## Loop
+The agent uses the AI SDK `streamText` loop with `maxSteps` (default 5):
+each step the model can either emit text or call a tool. Tool results are
+fed back in as `tool` messages and the loop continues until the model
+emits a terminal text response or the cap is hit.
+
+## Tools
+
+### `search_kb`
+Vector ANN over the chunk store.
+```
+input:  { query: string, topK?: number, sourceFilter?: string }
+output: { results: RetrievalResult[] }   // chunkId, score, source, content
+```
+Cosine similarity normalized to `1 - distance` for intuitive ranking.
+
+### `fetch_doc`
+Get the full reassembled content of one document.
+```
+input:  { documentId: uuid }
+output: { id, source, title, content }   // chunks joined in ordinal order
+```
+Use case: model finds a strong hit but wants surrounding context.
+
+### `list_sources`
+Inventory the KB.
+```
+input:  { limit?: number }
+output: { sources: [{ source, document_count, chunk_count }] }
+```
+Use case: open-ended "what do you know about?" or scoping a search.
+
+## System prompt principles
+1. Tool-first for non-trivial questions — don't answer from priors.
+2. Cite as `[source:title]` inline.
+3. Refuse to invent facts when retrieval is empty.
+4. Be concise; bullets for multi-fact answers.
+
+See `packages/agent/src/prompts.ts` for the live text.
+
+## Failure modes & guardrails
+| Failure                        | Mitigation                                              |
+| ------------------------------ | ------------------------------------------------------- |
+| Model loops on tool calls      | `maxSteps` cap (default 5)                              |
+| Empty retrieval                | Prompt forbids fabrication; model says "I don't know"   |
+| Long documents in `fetch_doc`  | Cap content size (TODO v1.1) or summarize on the way out |
+| Off-topic / irrelevant queries | No special handling; user can rephrase                  |
+
+## Observability (planned)
+- Log every tool call (name, args, result size, latency).
+- Persist agent runs to a `runs` table for replay/debugging.
+- Surface citation chunks back to the UI as expandable cards.
diff --git a/spec/spec-1.0.0/04-api.md b/spec/spec-1.0.0/04-api.md
new file mode 100644
index 0000000..5ff5cbc
--- /dev/null
+++ b/spec/spec-1.0.0/04-api.md
@@ -0,0 +1,40 @@
+# API
+
+All routes live under `apps/web/src/app/api/`. Node runtime (not edge),
+because `postgres-js` and `ollama-ai-provider` need Node APIs.
+
+## `POST /api/ingest`
+Ingest a document into the KB.
+
+Request:
+```json
+{
+  "source": "docs/handbook.md",
+  "title": "Engineering Handbook",
+  "content": "# Intro\n…",
+  "metadata": { "author": "team" }
+}
+```
+
+Response `201`:
+```json
+{ "documentId": "…uuid…", "chunkCount": 42 }
+```
+
+Errors: `400` with zod issue list when validation fails.
+
+## `POST /api/chat`
+Stream an agent response. Body matches the AI SDK `useChat` payload:
+```json
+{ "messages": [{ "role": "user", "content": "What is X?" }] }
+```
+
+Response: `text/event-stream` data stream consumed by `useChat` on the
+client. Includes assistant deltas, tool calls, and tool results.
+
+## Future routes
+| Path                   | Purpose                                  |
+| ---------------------- | ---------------------------------------- |
+| `GET  /api/sources`    | UI listing of `list_sources`             |
+| `DELETE /api/documents/:id` | Remove a document and its chunks    |
+| `POST /api/reindex`    | Re-embed all chunks (model swap)         |
diff --git a/spec/spec-1.0.0/05-roadmap.md b/spec/spec-1.0.0/05-roadmap.md
new file mode 100644
index 0000000..cb7321e
--- /dev/null
+++ b/spec/spec-1.0.0/05-roadmap.md
@@ -0,0 +1,33 @@
+# Roadmap
+
+## v0.1 — Skeleton (this commit)
+- [x] Monorepo (pnpm workspaces, TS project refs)
+- [x] Postgres+pgvector + Ollama via Docker Compose
+- [x] Drizzle schema + HNSW index
+- [x] RAG primitives: chunk, embed, ingest, retrieve
+- [x] Agent loop with 3 tools (Vercel AI SDK)
+- [x] Next.js 15 chat UI + ingest endpoint
+- [x] Spec docs + gitflow + CI
+
+## v0.2 — Usable demo
+- [ ] Drizzle migration generated + checked in
+- [ ] File upload UI (md / txt / pdf via `unpdf`)
+- [ ] Citations rendered as collapsible cards in chat
+- [ ] Vitest smoke tests for chunker, retrieve, ingest tx
+- [ ] Playwright happy-path test (ingest → ask → cite)
+
+## v0.3 — Quality
+- [ ] Hybrid retrieval (HNSW + `pg_trgm` BM-ish merge)
+- [ ] Reranker pass (cross-encoder via Ollama or transformers.js)
+- [ ] Per-source filtering UI
+- [ ] Run trace persistence + `/runs/:id` debug view
+
+## v0.4 — Multi-user
+- [ ] Auth (Auth.js) + per-user namespaces
+- [ ] Conversations / messages persistence
+- [ ] Share-a-conversation read links
+
+## Beyond
+- LangGraph if branching workflows emerge.
+- Optional cloud LLM provider behind same `agent` interface.
+- Self-host deploy guide (Fly.io / Coolify / bare metal).
diff --git a/tsconfig.base.json b/tsconfig.base.json
new file mode 100644
index 0000000..c741c22
--- /dev/null
+++ b/tsconfig.base.json
@@ -0,0 +1,22 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "lib": ["ES2022"],
+    "module": "ESNext",
+    "moduleResolution": "Bundler",
+    "esModuleInterop": true,
+    "allowSyntheticDefaultImports": true,
+    "forceConsistentCasingInFileNames": true,
+    "strict": true,
+    "noUncheckedIndexedAccess": true,
+    "noImplicitOverride": true,
+    "skipLibCheck": true,
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "verbatimModuleSyntax": false,
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true
+  },
+  "exclude": ["node_modules", "dist", ".next", "build"]
+}
diff --git a/tsconfig.json b/tsconfig.json
new file mode 100644
index 0000000..ed7d9bf
--- /dev/null
+++ b/tsconfig.json
@@ -0,0 +1,11 @@
+{
+  "extends": "./tsconfig.base.json",
+  "files": [],
+  "references": [
+    { "path": "./apps/web" },
+    { "path": "./packages/shared" },
+    { "path": "./packages/db" },
+    { "path": "./packages/rag" },
+    { "path": "./packages/agent" }
+  ]
+}