Update docs: remove Shadow AI branding, fix command names, add missing flags

- Rename "Shadow AI Discovery" to "AI Discovery" throughout
- Fix command name mismatches: connectors add→create, remove→delete,
  api-keys revoke→delete, members remove→delete, campaigns break→terminate
- Add missing --assessment and --finding flags to logs docs
- Add missing --output/-o flag to findings docs
- Add report subcommand docs for projects, experiments, assessments, orgs
- Fix experiments.md: remove nonexistent `hb experiments logs`, add report
- Fix assessments.md: wrong command form for report

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

Author: dgerog

docs/docs/concepts/campaigns.md

@@ -18,10 +18,10 @@ hb campaigns --json
 
 ```bash
 # Stop with confirmation prompt
-hb campaigns break
+hb campaigns terminate
 
 # Skip confirmation
-hb campaigns break --force
+hb campaigns terminate --force
 ```
 
 ## ASCAM Activities

docs/docs/concepts/security-posture.md

@@ -43,7 +43,7 @@ hb posture --org
 Org posture aggregates three dimensions:
 
 - **Agent Security** -- posture across all security-tested projects
-- **Shadow AI** -- risk posture of discovered AI inventory assets
+- **AI Discovery** -- risk posture of discovered AI inventory assets
 - **Quality** -- behavioral quality across all tested agents
 
 ## Include Coverage Breakdown

docs/docs/getting-started/quick-start.md

@@ -47,7 +47,7 @@ hb connect -e ./bot-config.json --repo ./agent-code --serve
 hb connect -e ./bot-config.json --context "Authenticated as Alice"
 ```
 
-### Scan Cloud Platform (Shadow AI Discovery)
+### Scan Cloud Platform (AI Discovery)
 
 ```bash
 # Browser-based scan, no connector needed

docs/docs/integrations/discovery.md

@@ -1,4 +1,4 @@
-# Shadow AI Discovery
+# AI Discovery
 
 Discover and assess AI services across your cloud environment. The discovery pipeline scans your tenant client-side, sends results to the Humanbound platform for security evaluation (38 evidence signals, 15 SAI threat classes), and produces an assessed inventory with posture scoring and model lifecycle tracking.
 
@@ -28,18 +28,18 @@ The discovery report includes:
 - **In Development** -- ML projects and staged resources
 - **Resource Topology** -- Interactive Mermaid diagram showing connections between agents, endpoints, models, and channels
 - **Security Evaluations** -- Per-service threat analysis with SAI threat classes, risk scores, and remediation guidance
-- **Posture Estimate** -- Organisation-level shadow AI posture score
+- **Posture Estimate** -- Organisation-level AI discovery posture score
 
 ## Cloud Connectors
 
 Register cloud connectors for persistent discovery. Connectors store encrypted credentials and enable re-discovery (scheduled or on-demand).
 
 ```bash
 # Register a Microsoft connector
-$ hb connectors add --tenant-id <id> --client-id <id> --client-secret
+$ hb connectors create --tenant-id <id> --client-id <id> --client-secret
 
 # Register with explicit vendor and display name
-$ hb connectors add --vendor microsoft --tenant-id <id> --client-id <id> --name "Production"
+$ hb connectors create --vendor microsoft --tenant-id <id> --client-id <id> --name "Production"
 
 # List connectors
 $ hb connectors
@@ -55,7 +55,7 @@ $ hb connectors update <connector-id> --client-secret
 $ hb connectors update <connector-id> --name "New Name" --status disabled
 
 # Remove a connector
-$ hb connectors remove <connector-id>
+$ hb connectors delete <connector-id>
 ```
 
 ## AI Inventory
@@ -83,7 +83,7 @@ $ hb inventory update <asset-id> --sanctioned --owner "security@company.com"
 $ hb inventory update <asset-id> --department "Engineering" --business-purpose "Customer support"
 $ hb inventory update <asset-id> --has-policy --has-risk-assessment
 
-# View shadow AI posture (with optional HTML report)
+# View AI discovery posture (with optional HTML report)
 $ hb inventory posture
 $ hb inventory posture --report
 

docs/docs/management/api-keys.md

@@ -38,10 +38,10 @@ hb api-keys update <id> --inactive
 
 ```bash
 # Revoke with confirmation
-hb api-keys revoke <id>
+hb api-keys delete <id>
 
 # Skip confirmation
-hb api-keys revoke <id> --force
+hb api-keys delete <id> --force
 ```
 
 ## Scopes

docs/docs/management/experiments.md

@@ -42,12 +42,12 @@ hb experiments wait <id> --timeout 60
 ## View Experiment Logs
 
 ```bash
-# View all logs
-hb experiments logs <id>
+# View logs for a specific experiment
+hb logs <id>
 
-# Filter by result
-hb experiments logs <id> --result fail
-hb experiments logs <id> --result pass
+# Filter by verdict
+hb logs <id> --verdict fail
+hb logs <id> --verdict pass
 
 # Export branded HTML report
 hb logs <id> --format html -o report.html
@@ -63,6 +63,19 @@ hb logs --days 7 --format json -o week.json
 hb logs --from 2026-01-01 --until 2026-02-01 --format html -o jan.html
 ```
 
+## Generate Experiment Report
+
+```bash
+# Generate HTML report (opens in browser by default)
+hb experiments report <id>
+
+# Save to file
+hb experiments report <id> -o report.html
+
+# Save without opening browser
+hb experiments report <id> -o report.html --no-open
+```
+
 ## Terminate Running Experiment
 
 ```bash

docs/docs/management/members.md

@@ -22,10 +22,10 @@ hb members invite user@example.com --role admin
 
 ```bash
 # Remove with confirmation
-hb members remove <id>
+hb members delete <id>
 
 # Skip confirmation
-hb members remove <id> --force
+hb members delete <id> --force
 ```
 
 ## Access Levels

docs/docs/management/projects.md

@@ -47,5 +47,18 @@ hb projects delete <id>
 hb projects delete <id> --force
 ```
 
+## Generate Project Report
+
+```bash
+# Generate HTML report (opens in browser by default)
+hb projects report
+
+# Save to file
+hb projects report -o report.html
+
+# Save without opening browser
+hb projects report -o report.html --no-open
+```
+
 !!! warning "Warning"
     Deleting a project will also delete all associated experiments, logs, and findings. This action cannot be undone.

docs/docs/reference/commands.md

@@ -42,7 +42,6 @@ Complete reference of all available commands, organized by category.
 | `hb experiments show <id>` | Show detailed experiment information |
 | `hb experiments status [id] [--all]` | Check experiment status (single, watch, or all-experiments dashboard) |
 | `hb experiments wait <id>` | Block until experiment completes (CI/CD) |
-| `hb experiments logs <id>` | View conversation logs and verdicts |
 | `hb experiments terminate <id>` | Stop running experiment |
 | `hb experiments delete <id>` | Delete experiment and logs |
 | `hb status [--all]` | Check status of latest experiment or all experiments (alias) |
@@ -51,44 +50,44 @@ Complete reference of all available commands, organized by category.
 
 | Command | Description |
 |---|---|
-| `hb logs` | View logs from latest experiment or project-wide with scope flags (--last, --category, --days, --from, --until) |
+| `hb logs` | View logs from latest experiment or project-wide with scope flags (--last, --category, --days, --from, --until, --assessment \<id\>, --finding \<id\>) |
 | `hb posture` | View security posture score and grade |
 | `hb posture --trends` | View historical posture timeline |
 | `hb coverage` | View test coverage summary and gaps |
-| `hb findings` | List persistent vulnerability findings |
+| `hb findings` | List persistent vulnerability findings (--page, --size, -o \<file\>) |
 | `hb findings update <id>` | Update finding status or severity |
 | `hb findings assign <id>` | Assign finding to a team member |
 | `hb assessments` | List past security assessments |
 | `hb assessments show <id>` | View assessment detail (posture before/after, drift, test count) |
-| `hb assessments report <id>` | Generate assessment HTML report with full test logs |
-| `hb projects report` | Generate project HTML security report |
-| `hb orgs report` | Generate organisation-wide HTML report |
-| `hb experiments report <id>` | Generate experiment HTML report with methodology context |
+| `hb assessments report <id>` | Generate assessment HTML report with full test logs (-o, --no-open) |
+| `hb projects report` | Generate project HTML security report (-o, --no-open) |
+| `hb orgs report` | Generate organisation-wide HTML report (-o, --no-open) |
+| `hb experiments report <id>` | Generate experiment HTML report with methodology context (-o, --no-open) |
 
 ## Security
 
 | Command | Description |
 |---|---|
 | `hb guardrails` | Export learned security rules and patterns |
 | `hb campaigns` | View current ASCAM campaign plan |
-| `hb campaigns break` | Stop running campaign |
+| `hb campaigns terminate` | Stop running campaign |
 | `hb logs upload` | Upload production conversations for evaluation |
 | `hb monitor` | Start, pause, or resume continuous monitoring |
 
-## Shadow AI Discovery
+## AI Discovery
 
 | Command | Description |
 |---|---|
-| `hb connect --vendor <name>` | Scan cloud platform for shadow AI services |
+| `hb connect --vendor <name>` | Scan cloud platform for AI services |
 | `hb connectors` | List registered cloud connectors |
-| `hb connectors add` | Register new cloud connector with credentials |
+| `hb connectors create` | Register new cloud connector with credentials |
 | `hb connectors test <id>` | Test connector connectivity |
 | `hb connectors update <id>` | Update connector name, credentials, or status |
-| `hb connectors remove <id>` | Delete a connector |
+| `hb connectors delete <id>` | Delete a connector |
 | `hb inventory` | List discovered AI assets with filters |
 | `hb inventory view <id>` | View detailed asset information |
 | `hb inventory update <id>` | Update governance fields (owner, sanctioned, policy) |
-| `hb inventory posture` | View shadow AI posture score |
+| `hb inventory posture` | View AI discovery posture score |
 | `hb inventory onboard <id>` | Create security testing project from asset |
 | `hb inventory archive <id>` | Archive an inventory asset |
 
@@ -116,10 +115,10 @@ Complete reference of all available commands, organized by category.
 | `hb api-keys list` | List API keys for programmatic access |
 | `hb api-keys create` | Create new API key (shown once) |
 | `hb api-keys update <id>` | Update key name or activation status |
-| `hb api-keys revoke <id>` | Revoke and delete API key |
+| `hb api-keys delete <id>` | Revoke and delete API key |
 | `hb members list` | List organisation members |
 | `hb members invite` | Invite new member to organisation |
-| `hb members remove <id>` | Remove member from organisation |
+| `hb members delete <id>` | Remove member from organisation |
 
 ## Help & Shell
 

docs/docs/testing/assessments.md

@@ -17,8 +17,15 @@ hb assessments show <assessment-id>
 ## Generate Assessment Report
 
 ```bash
-hb report --assessment <assessment-id>
+# Generate HTML report (opens in browser by default)
+hb assessments report <assessment-id>
+
+# Save to file
+hb assessments report <assessment-id> -o report.html
+
+# Save without opening browser
+hb assessments report <assessment-id> -o report.html --no-open
 ```
 
 !!! info "Note"
-    Assessments are created automatically by ASCAM activities. Use `hb assessments list` to see history and `hb report --assessment` to generate a detailed report for any past assessment.
+    Assessments are created automatically by ASCAM activities. Use `hb assessments list` to see history and `hb assessments report <id>` to generate a detailed report for any past assessment.