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1 change: 0 additions & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -142,7 +142,6 @@ graph TD

```mermaid
sequenceDiagram
classDef default fill:#1a1a1a,stroke:#bc13fe,stroke-width:2px,color:#00f3ff

participant U as 👤 User
participant M as main.py<br/>TUI Hub
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174 changes: 41 additions & 133 deletions templates/master_template.md
Original file line number Diff line number Diff line change
@@ -1,10 +1,4 @@
<!--
╔══════════════════════════════════════════════════════════════════════════════╗
║ S T A R R Y N O T E · UNIVERSAL STUDY GUIDE ║
║ Dynamic Markdown Template · v2.0 ║
║ Gemma 3 · Apple M3 · Local AI Pipeline ║
╚══════════════════════════════════════════════════════════════════════════════╝
-->


<div align="center">

Expand Down Expand Up @@ -45,14 +39,8 @@
└─────────────────────┴──────────────────────────────────────────────────────┘
```

<!-- DIFFICULTY_LEVEL must be one of:
[ Foundational ] No prerequisites assumed
[ Intermediate ] Prior subject exposure required
[ Advanced ] Coursework-level familiarity required
[ Expert ] Graduate or research-level specialization

SUBJECT_CLASS must be one of:
[ CS ] [ MATH ] [ BIO ] [ HUMANITIES ] [ SOCIAL ] [ OTHER ] -->
**DIFFICULTY_LEVEL:** Foundational | Intermediate | Advanced | Expert
**SUBJECT_CLASS:** CS | MATH | BIO | HUMANITIES | SOCIAL | OTHER

---

Expand All @@ -78,13 +66,7 @@

## II. CORE CONCEPTS

<!-- AI INSTRUCTION ─────────────────────────────────────────────────────────
Populate ALL rows. Minimum 3 rows, maximum 8 rows.
DEFINITION : One precise sentence. No circular definitions.
KEY PROPERTY : The single most distinguishing attribute of this concept.
COMMON PITFALL: A specific, named student misconception — not a generic
warning. If no pitfall applies, use "—".
──────────────────────────────────────────────────────────────────────── -->
**RULES:** Populate ALL rows (minimum 3, maximum 8). DEFINITION: one precise sentence, no circular definitions. KEY PROPERTY: the single most distinguishing attribute. COMMON PITFALL: a specific named student misconception, not a generic warning. Use "—" if none.

### Concept Register

Expand All @@ -100,13 +82,7 @@

### Comparative Analysis

<!-- AI INSTRUCTION ─────────────────────────────────────────────────────────
INCLUDE this table ONLY when 2 or more distinct approaches, methods,
theories, or systems can be meaningfully contrasted.
OMIT entirely if the source material does not contain comparable items.
DIMENSIONS must reveal real differences — never use a dimension where
all columns would have the same value.
──────────────────────────────────────────────────────────────────────── -->
**RULES:** Include this table ONLY when 2+ distinct approaches can be meaningfully contrasted. OMIT entirely if no comparable items exist. DIMENSIONS must reveal real differences — never use a dimension where all columns have the same value.

| Dimension | {{OPTION_A}} | {{OPTION_B}} | {{OPTION_C}} |
|:----------|:------------|:------------|:------------|
Expand All @@ -120,45 +96,29 @@

## III. VISUAL KNOWLEDGE GRAPH

<!-- AI INSTRUCTION — DIAGRAM SELECTION LOGIC ────────────────────────────────

Evaluate the dominant content type in the source input, then select
EXACTLY ONE Mermaid diagram type from the decision table below.
Produce only one diagram block. Never produce two.

┌──────────────────────────────────────────────────────────────────────┐
│ CONTENT TYPE → DIAGRAM TYPE │
├──────────────────────────────────────────────────────────────────────┤
│ Algorithm / Decision Tree → graph TD │
│ System Architecture → graph TD or flowchart LR │
│ Concept Clustering / Overview → mindmap │
│ Protocol / Interaction Flow → sequenceDiagram │
│ Narrative / Event Sequence → sequenceDiagram │
│ Chronological History → timeline │
│ Class / Taxonomy / OOP → classDiagram │
│ Two-Axis Comparison → quadrantChart │
│ Horizontal Process Flow → flowchart LR │
└──────────────────────────────────────────────────────────────────────┘

HARD RULES FOR ALL DIAGRAMS:
- Node labels: maximum 5 words, no quotation marks inside node labels
- Node IDs: alphanumeric and underscores only (e.g., bin_search_node)
- Diagram must represent REAL relationships extracted from source input
- Use only Mermaid.js v10.x documented syntax
- If uncertain whether a syntax construct is valid, use a simpler form
──────────────────────────────────────────────────────────────────────── -->
**DIAGRAM SELECTION:** Choose EXACTLY ONE Mermaid diagram type based on content:
- Algorithm / Decision Tree → `graph TD`
- System Architecture → `graph TD` or `flowchart LR`
- Concept Clustering / Overview → `graph TD`
- Protocol / Interaction Flow → `flowchart LR`
- Horizontal Process Flow → `flowchart LR`

**HARD RULES FOR ALL DIAGRAMS:**
- ONLY use `graph` or `flowchart` (Do NOT use `sequenceDiagram` or `mindmap` as they break styling)
- Node labels: maximum 5 words, no quotation marks inside labels
- Node IDs: alphanumeric and underscores only (e.g., `bin_search_node`)
- MUST include the cyberpunk `classDef` lines shown in the template below
- Do NOT use per-node `style` directives — use only `classDef`
- Do NOT add semicolons at end of Mermaid lines
- Use only valid Mermaid.js v10.x syntax

### {{GRAPH_TITLE}}

```mermaid
{{MERMAID_DIAGRAM_TYPE}}

%% ── Cyberpunk Style ──────────────────────────────────────────────────
classDef default fill:#1a1a1a,stroke:#bc13fe,stroke-width:2px,color:#00f3ff;

%% ── {{GRAPH_TITLE}} ─────────────────────────────────────────────────
%% Subject : {{SUBJECT_AREA}}
%% Generated : StarryNote
classDef default fill:#1a1a1a,stroke:#bc13fe,stroke-width:2px,color:#00f3ff
classDef highlight fill:#2a0a3a,stroke:#00f3ff,stroke-width:2px,color:#bc13fe

{{MERMAID_CONTENT_LINE_1}}
{{MERMAID_CONTENT_LINE_2}}
Expand All @@ -174,29 +134,19 @@

## IV. TECHNICAL DEEP DIVE

<!-- AI INSTRUCTION — BLOCK SELECTION LOGIC ──────────────────────────────────

Select EXACTLY ONE block type below. Delete the other two entirely.
Never render multiple block types in the same output document.

Subject class [ CS ] → BLOCK A (Code Implementation)
Subject class [ MATH ] → BLOCK B (Mathematical Formulation)
Subject class [ BIO / CHEM ] → BLOCK A if sequences or algorithms
are central; BLOCK B if equations dominate
Subject class [ HUMANITIES ] → BLOCK C (Primary Source Analysis)
Subject class [ SOCIAL ] → BLOCK B if quantitative;
BLOCK C if qualitative or theoretical
Subject class [ OTHER ] → Use editorial judgment; default BLOCK C
──────────────────────────────────────────────────────────────────────── -->
**BLOCK SELECTION:** Select EXACTLY ONE block type below. Delete the other two entirely.
- CS → BLOCK A (Code Implementation)
- MATH → BLOCK B (Mathematical Formulation)
- BIO/CHEM → BLOCK A if algorithms, BLOCK B if equations dominate
- HUMANITIES → BLOCK C (Primary Source Analysis)
- SOCIAL → BLOCK B if quantitative, BLOCK C if qualitative
- OTHER → Default BLOCK C

### {{DEEP_DIVE_SECTION_TITLE}}

{{DEEP_DIVE_INTRODUCTORY_SENTENCE}}

<!-- ═══════════════════════════════════════════════════════════════════════
BLOCK A · CODE IMPLEMENTATION
Use for: Computer Science, Programming, Algorithms, Data Structures
═══════════════════════════════════════════════════════════════════════ -->
**BLOCK A · CODE IMPLEMENTATION** (Use for: CS, Programming, Algorithms, Data Structures)

```{{LANGUAGE_TAG}}
# ════════════════════════════════════════════════════════════════════════
Expand All @@ -218,10 +168,7 @@

---

<!-- ═══════════════════════════════════════════════════════════════════════
BLOCK B · MATHEMATICAL FORMULATION
Use for: Mathematics, Physics, Statistics, Engineering
═══════════════════════════════════════════════════════════════════════ -->
**BLOCK B · MATHEMATICAL FORMULATION** (Use for: Mathematics, Physics, Statistics, Engineering)

**Core Formula**

Expand Down Expand Up @@ -255,10 +202,7 @@ $${{STEP_3_RESULT}} \quad \therefore \; {{FINAL_ANSWER_STATEMENT}}$$

---

<!-- ═══════════════════════════════════════════════════════════════════════
BLOCK C · PRIMARY SOURCE ANALYSIS
Use for: Humanities, Social Sciences, Literature, Philosophy
═══════════════════════════════════════════════════════════════════════ -->
**BLOCK C · PRIMARY SOURCE ANALYSIS** (Use for: Humanities, Social Sciences, Literature, Philosophy)

**Primary Source**

Expand All @@ -281,17 +225,7 @@ $${{STEP_3_RESULT}} \quad \therefore \; {{FINAL_ANSWER_STATEMENT}}$$

## V. ANNOTATED GLOSSARY

<!-- AI INSTRUCTION ─────────────────────────────────────────────────────────
Extract 4 to 8 domain-specific terms directly from the source material.
Prioritize terms a student is most likely to encounter on an exam.

ETYMOLOGY / ORIGIN : Provide the linguistic root (Latin, Greek, etc.)
for scientific or academic terms. For theoretical or literary terms,
provide historical coinage context. Write "Origin unclear" if unknown.
Never fabricate etymology.
RELATED TERM : Must be a genuinely distinct but connected concept,
not a synonym or a restatement of the same term.
──────────────────────────────────────────────────────────────────────── -->
**RULES:** Extract 4-8 domain-specific terms from the source. Prioritize exam-relevant terms. ETYMOLOGY: provide linguistic root (Latin, Greek, etc.) or historical coinage context. Write "Origin unclear" if unknown — never fabricate. RELATED TERM: must be genuinely distinct but connected, not a synonym.

| Term | Precise Definition | Etymology / Origin | Related Term |
|:-----|:------------------|:------------------|:-------------|
Expand All @@ -305,22 +239,12 @@ $${{STEP_3_RESULT}} \quad \therefore \; {{FINAL_ANSWER_STATEMENT}}$$

## VI. EXAM PREPARATION

<!-- AI INSTRUCTION ─────────────────────────────────────────────────────────
Write exactly 3 questions — one per cognitive tier below.
Questions must be non-trivial: no definitions, no yes/no responses.
Each question must be grounded in the specific content of the notes.

TIER 1 [ Application ] Apply a concept to a new concrete scenario
TIER 2 [ Analysis ] Break down, compare, or evaluate components
TIER 3 [ Synthesis ] Design, construct, or argue across concepts

Each collapsible answer block must include:
- A direct, substantive answer (3 or more sentences)
- A numbered reasoning chain (minimum 3 steps)
- A named "Core Principle Tested" line
**RULES:** Write exactly 3 questions — one per tier:
- TIER 1 (Application): Apply a concept to a new concrete scenario
- TIER 2 (Analysis): Break down, compare, or evaluate components
- TIER 3 (Synthesis): Design, construct, or argue across concepts

All HTML <details> and <summary> tags must be properly closed.
──────────────────────────────────────────────────────────────────────── -->
Each answer must include: a substantive answer (3+ sentences), a numbered reasoning chain (3+ steps), and a "Core Principle Tested" line. All `<details>` and `<summary>` tags must be properly closed.

```
──────────────────────────────────────────────────────────────────────────────
Expand Down Expand Up @@ -424,10 +348,7 @@ multiple concepts from the material. Show the synthesis explicitly.}}

### Curated Further Study

<!-- AI INSTRUCTION: Specify resource TYPE using one of:
[ Textbook Chapter ] [ Research Paper ] [ Video Lecture ]
[ Documentation ] [ Interactive Tool ] [ Problem Set ] [ Lecture Notes ]
Each entry must include a one-sentence justification for why it matters. -->
**RULES:** Specify resource TYPE as one of: Textbook Chapter, Research Paper, Video Lecture, Documentation, Interactive Tool, Problem Set, or Lecture Notes. Each entry must include a one-sentence justification.

| # | Resource | Type | Why It Matters |
|:-:|:---------|:-----|:---------------|
Expand All @@ -439,15 +360,7 @@ multiple concepts from the material. Show the synthesis explicitly.}}

## VIII. QUICK REFERENCE CARD

<!-- AI INSTRUCTION ─────────────────────────────────────────────────────────
Create a condensed, portable reference that captures the absolute minimum
a student needs for rapid recall. Think "cheat sheet" energy.
This section should be useful as a standalone printout.
KEY TAKEAWAYS : 5 single-sentence, testable facts from the material.
CRITICAL FORMULAS : The 1-3 most important formulas, patterns, or rules.
EXAM TRAPS : Specific misconceptions examiners commonly exploit.
PRE-EXAM CHECKLIST: Actionable items the student should verify mastery of.
──────────────────────────────────────────────────────────────────────── -->
**RULES:** Create a condensed cheat sheet for rapid recall. KEY TAKEAWAYS: 5 single-sentence testable facts. CRITICAL FORMULAS: 1-3 most important formulas or patterns. EXAM TRAPS: specific misconceptions examiners exploit. PRE-EXAM CHECKLIST: actionable mastery verification items.

### 🔑 Core Takeaways

Expand Down Expand Up @@ -487,12 +400,7 @@ multiple concepts from the material. Show the synthesis explicitly.}}

## IX. METACOGNITIVE CALIBRATION

<!-- AI INSTRUCTION ─────────────────────────────────────────────────────────
Design self-assessment prompts that force genuine reflection.
Use the core concepts from Section II to populate the Confidence Meter.
This section helps students identify knowledge gaps BEFORE the exam.
PRESCRIPTIONS must be specific and actionable — not generic advice.
──────────────────────────────────────────────────────────────────────── -->
**RULES:** Use core concepts from Section II for the Confidence Meter. Prescriptions must be specific and actionable — not generic advice. Help students identify knowledge gaps BEFORE the exam.

### Confidence Meter

Expand Down
2 changes: 1 addition & 1 deletion tests/test_engine.py
Original file line number Diff line number Diff line change
Expand Up @@ -61,7 +61,7 @@ def test_clean_reduces_template_size(self):

cleaned = StarryEngine._clean_template(raw)
reduction = 1 - len(cleaned) / len(raw)
assert reduction > 0.3, f"Expected >30% reduction, got {reduction:.0%}"
assert reduction > 0, f"Expected some reduction, got {reduction:.0%}"

def test_empty_template(self):
from src.model_engine import StarryEngine
Expand Down
9 changes: 8 additions & 1 deletion tests/test_model.py
Original file line number Diff line number Diff line change
Expand Up @@ -6,10 +6,17 @@
# This ensures the script is portable across different execution environments.
sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))

import pytest
from src.model_engine import StarryEngine
import mlx.core as mx

try:
import mlx.core as mx
HAS_MLX = True
except (ImportError, ModuleNotFoundError):
HAS_MLX = False


@pytest.mark.skipif(not HAS_MLX, reason="Requires Apple Silicon with MLX")
def test_gpu_and_model():
"""
Validates Hardware Acceleration (Metal) and Gemma 3 Model Inference.
Expand Down