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+# Hugging Face Presence Plan - Tractatus Framework
+
+**Date**: 2025-10-31
+**Purpose**: Establish Tractatus presence on Hugging Face to reach AI/ML research community
+**Status**: Planning Phase
+
+---
+
+## Why Hugging Face?
+
+**Strategic Fit:**
+- Focus on AI ethics and governance aligns with Tractatus mission
+- Research-oriented community (our target audience)
+- Open-source first culture
+- Models come with documentation about limitations/biases (governance mindset)
+- Platform for ML practitioners, not just consumers
+
+**Unique Opportunity:**
+- Very few governance frameworks have Hugging Face presence
+- Most content is models/datasets - governance tooling is underrepresented
+- Community values transparency and ethical AI
+- Tractatus can fill governance gap in HF ecosystem
+
+---
+
+## Phase 1: Account Setup (Week 1)
+
+### 1.1 Create Personal Account
+- [ ] Sign up at https://huggingface.co/join
+- [ ] Verify email
+- [ ] Complete profile:
+ - Name: [Your name or "Tractatus Team"]
+ - Bio: "AI governance researcher. Building architectural constraints for human agency."
+ - Location: Aotearoa New Zealand
+ - Website: https://agenticgovernance.digital
+
+### 1.2 Create Organization
+- [ ] Go to https://huggingface.co/organizations/new
+- [ ] Organization name options:
+ - **Option A**: `tractatus-framework` (descriptive)
+ - **Option B**: `agentic-governance` (brand alignment)
+ - **Option C**: `tractatus` (simple, if available)
+- [ ] Organization display name: "Tractatus AI Safety Framework"
+- [ ] Organization description:
+ ```
+ Architectural constraints for human agency in AI systems.
+ Open-source governance framework operating in production.
+ Developed in Aotearoa NZ.
+ ```
+- [ ] Set organization email domain (agenticgovernance.digital)
+- [ ] Add avatar (use tractatus-reddit-avatar-hd.png)
+
+---
+
+## Phase 2: Documentation & Repository (Week 1-2)
+
+### 2.1 Organization README
+Create: `README.md` for organization landing page
+
+**Content Structure:**
+```markdown
+# Tractatus AI Safety Framework
+
+Architectural constraints for human agency in AI agent deployments.
+
+## What is Tractatus?
+
+Production-tested governance framework enforcing constraints through
+structure, not training. Five architectural principles from Christopher
+Alexander's pattern languages applied to AI safety.
+
+## Why Architectural Governance?
+
+Behavioral training can be manipulated through prompting. We're testing
+structural enforcement: PreToolUse hooks that intercept actions before
+execution, services that coordinate through mutual validation, gradient
+responses to risk levels.
+
+## Resources
+
+- **Website**: https://agenticgovernance.digital
+- **Documentation**: https://agenticgovernance.digital/docs.html
+- **Architecture**: https://agenticgovernance.digital/architecture.html
+- **GitHub**: [link]
+- **License**: Apache 2.0
+
+## Demos
+
+- [Framework Audit Viewer](#) - Interactive audit log explorer
+- [Governance Metrics Dashboard](#) - Real-time framework statistics
+- [Boundary Decision Explorer](#) - See how services coordinate
+
+## Datasets
+
+- [Audit Decision Corpus](#) - 3500+ anonymized governance decisions
+- [Framework Evolution Log](#) - How principles emerged from failures
+```
+
+### 2.2 Link GitHub Repository
+- [ ] Add GitHub repo to organization (if repo is public)
+- [ ] Or create "mirror" documentation repo on HF
+- [ ] Sync README between GitHub and HF
+
+---
+
+## Phase 3: Spaces - Interactive Demos (Week 2-3)
+
+### 3.1 Space 1: Audit Log Viewer (Priority 1)
+**Purpose**: Show framework in action through real audit decisions
+
+**Tech Stack**: Gradio (Python, easy to deploy)
+
+**Features:**
+- Search audit logs by service, date, decision type
+- Filter by pressure level (NORMAL/ELEVATED/HIGH/CRITICAL)
+- Show service coordination for multi-service decisions
+- Visualize decision patterns over time
+
+**Data**: Anonymized subset of audit logs (remove file paths, specific code)
+
+**Value**: Makes "3500+ audit decisions" tangible and explorable
+
+---
+
+### 3.2 Space 2: Governance Metrics Dashboard (Priority 2)
+**Purpose**: Real-time framework statistics visualization
+
+**Tech Stack**: Streamlit or Gradio
+
+**Features:**
+- Context pressure distribution over time
+- Service activation patterns
+- Boundary enforcement statistics
+- Framework version evolution timeline
+- "27027 incident" case study deep-dive
+
+**Data**: Aggregated metrics from production use
+
+**Value**: Shows operational reality, not theoretical concepts
+
+---
+
+### 3.3 Space 3: Boundary Decision Simulator (Priority 3)
+**Purpose**: Interactive demonstration of how services coordinate
+
+**Tech Stack**: Gradio with flow diagram visualization
+
+**Features:**
+- Input: Simulated AI action (e.g., "Edit values.html")
+- Output: Step-by-step service coordination
+- Visual flow: BoundaryEnforcer ā CrossReference ā ContextPressure ā Decision
+- Show how different pressure levels change outcomes
+
+**Value**: Educational - helps people understand Deep Interlock principle
+
+---
+
+## Phase 4: Datasets (Week 3-4)
+
+### 4.1 Audit Decision Corpus
+**Dataset**: Anonymized audit logs from production use
+
+**Format**: JSON Lines (.jsonl)
+
+**Content:**
+```json
+{
+ "timestamp": "2025-10-31T10:00:00Z",
+ "service": "BoundaryEnforcer",
+ "decision": "ask",
+ "boundary": "12.2 Innovation",
+ "context_pressure": "NORMAL",
+ "coordination": ["CrossReferenceValidator", "ContextPressureMonitor"],
+ "outcome": "human_approval_required"
+}
+```
+
+**Size**: 3500+ decisions (current corpus)
+
+**Purpose**:
+- Research dataset for governance pattern analysis
+- Training data for governance service development
+- Evidence of production deployment
+
+**License**: CC BY-SA 4.0 (attribution + share-alike)
+
+---
+
+### 4.2 Framework Evolution Log
+**Dataset**: How architectural principles emerged from failures
+
+**Format**: Markdown + structured timeline
+
+**Content**:
+- Incident reports (e.g., 27027 incident)
+- Service additions and rationale
+- Framework version changes
+- Living Process principle in action
+
+**Purpose**: Show evidence-based evolution (inst_093)
+
+---
+
+## Phase 5: Model Cards / Documentation (Week 4)
+
+### 5.1 Framework "Model Card"
+Even though Tractatus isn't a model, HF supports documentation pages
+
+**Create**: `model-card.md` explaining:
+- What problem it solves
+- How it works architecturally
+- Limitations and known issues
+- Intended use cases
+- Evaluation metrics (audit log analysis)
+- Ethical considerations (human agency preservation)
+
+### 5.2 Blog Posts
+Hugging Face allows blog posts for organizations
+
+**Topics:**
+- "Architectural Constraints vs Behavioral Training for AI Governance"
+- "The 27027 Incident: How Production Failures Drive Framework Evolution"
+- "Five Architectural Principles from Christopher Alexander Applied to AI Safety"
+- "3500 Governance Decisions: What We Learned"
+
+**Frequency**: 1 per month
+
+---
+
+## Phase 6: Community Engagement (Ongoing)
+
+### 6.1 Participate in HF Discussions
+- Comment on AI ethics/governance discussions
+- Share audit log insights
+- Respond to questions about governance approaches
+
+### 6.2 Collaborate with Other Projects
+- Projects working on AI safety
+- Governance framework developers
+- Ethical AI initiatives
+- Open-source AI tooling
+
+### 6.3 Update Datasets Quarterly
+- Add new audit decisions
+- Document framework evolution
+- Show Living Process in action
+
+---
+
+## Technical Requirements
+
+### Development Environment
+- Python 3.9+ (for Gradio/Streamlit Spaces)
+- Gradio or Streamlit library
+- MongoDB access (to export audit logs)
+- Data anonymization scripts
+
+### Data Preparation
+1. **Audit Log Anonymization**
+ - Remove file paths
+ - Remove specific code snippets
+ - Keep: service names, decisions, timestamps, coordination patterns
+ - Script: `scripts/export-anonymized-audits.js`
+
+2. **Metrics Aggregation**
+ - Context pressure distribution
+ - Service activation counts
+ - Boundary enforcement statistics
+ - Script: `scripts/export-metrics.js`
+
+### Space Deployment
+- Create requirements.txt for Python dependencies
+- Write app.py for Gradio/Streamlit interface
+- Test locally before deploying
+- Deploy to HF Spaces via git push
+
+---
+
+## Success Metrics
+
+### Phase 1 (Setup) - Week 1
+- [ ] Organization created
+- [ ] Profile complete with branding
+- [ ] README published
+
+### Phase 2 (Content) - Week 2
+- [ ] At least 1 Space deployed (Audit Log Viewer)
+- [ ] 1 dataset published (Audit Decision Corpus)
+- [ ] GitHub repo linked
+
+### Phase 3 (Engagement) - Month 1-3
+- [ ] 100+ Space views
+- [ ] 50+ dataset downloads
+- [ ] 5+ community discussions participated in
+- [ ] 1 blog post published
+
+### Phase 4 (Impact) - Month 3-6
+- [ ] Other projects referencing Tractatus dataset
+- [ ] Citations in research papers
+- [ ] Community contributions (issues, questions, collaborations)
+- [ ] Cross-promotion with similar governance projects
+
+---
+
+## Resources Needed
+
+### Time Investment
+- **Setup (Week 1)**: 4-6 hours
+ - Account creation, organization setup, branding
+- **Space Development (Week 2-3)**: 12-16 hours
+ - Build Audit Log Viewer in Gradio
+ - Test and deploy
+- **Dataset Preparation (Week 3-4)**: 8-10 hours
+ - Anonymization scripts
+ - Data export and formatting
+ - Documentation
+- **Ongoing (Monthly)**: 4-6 hours
+ - Dataset updates
+ - Blog posts
+ - Community engagement
+
+### Skills Required
+- Python (Gradio/Streamlit) - for Spaces
+- Data anonymization - for datasets
+- Technical writing - for documentation
+- Community engagement - for discussions
+
+### Content Preparation
+- [ ] Anonymize audit logs
+- [ ] Export metrics aggregations
+- [ ] Prepare incident case studies
+- [ ] Write framework documentation
+- [ ] Create visualization diagrams
+
+---
+
+## Risks & Mitigation
+
+### Risk 1: Low Engagement
+**Mitigation**:
+- Cross-promote from website/Reddit/Facebook
+- Collaborate with existing HF governance projects
+- Regular updates (quarterly dataset releases)
+
+### Risk 2: Data Privacy Concerns
+**Mitigation**:
+- Thorough anonymization
+- No customer/user data
+- Only framework decisions (internal operations)
+- Clear documentation of what's included/excluded
+
+### Risk 3: Maintenance Burden
+**Mitigation**:
+- Start with 1 Space (Audit Log Viewer)
+- Automate data exports
+- Quarterly updates, not daily
+- Community contributions welcome
+
+---
+
+## Next Steps (Immediate)
+
+1. **Create personal HF account** (5 min)
+2. **Decide organization name** (tractatus-framework vs agentic-governance)
+3. **Create anonymization script** for audit logs
+4. **Build minimum viable Audit Log Viewer** Space
+5. **Export first dataset** (500-1000 anonymized decisions)
+
+---
+
+## Long-Term Vision
+
+**Year 1**: Establish presence, publish datasets, deploy 2-3 Spaces
+**Year 2**: Regular blog posts, community collaborations, dataset citations
+**Year 3**: Reference implementation for governance frameworks on HF
+
+**Goal**: Make Tractatus the go-to governance framework example on Hugging Face, showing how architectural constraints can work in production.
+
+---
+
+**Alignment with Tractatus Values:**
+- **Transparency** (inst_010): Public audit logs, open datasets
+- **Community** (inst_012): Open collaboration, knowledge sharing
+- **Evidence-Based** (inst_086): Real operational data, not theory
+- **Candid About Limitations** (inst_088): Honest about what works/doesn't
+
+**Status**: Ready to proceed with Phase 1
diff --git a/docs/outreach/QUICK-REFERENCE-SOCIAL-MEDIA.md b/docs/outreach/QUICK-REFERENCE-SOCIAL-MEDIA.md
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+# Social Media & HF Space - Quick Reference
+
+**Quick commands for common maintenance tasks**
+
+---
+
+## š Update Hugging Face Space (Weekly)
+
+```bash
+# 1. Export fresh audit data
+cd /home/theflow/projects/tractatus
+node scripts/export-hf-audit-data.js
+
+# 2. Check statistics
+python3 -c "
+import json
+with open('./audit-decisions.json') as f:
+ data = json.load(f)
+coordinated = sum(1 for d in data if len(d.get('coordination', [])) > 0)
+print(f'Total: {len(data)}, Coordinated: {coordinated}, Rate: {coordinated/len(data)*100:.1f}%')
+"
+
+# 3. Deploy to HF Space
+cp ./audit-decisions.json ~/audit-log-viewer/
+cd ~/audit-log-viewer
+git add audit-decisions.json
+git commit -m "chore: weekly audit data update ($(date +%Y-%m-%d))"
+git push
+```
+
+---
+
+## š± Reddit - Daily Engagement
+
+**Target:** Comment on 1-2 posts per day in r/AI_Agents
+
+**Look for:**
+- Questions about AI governance
+- Agent architecture discussions
+- Production deployment challenges
+
+**Comment Template:**
+```
+[Helpful answer to their question]
+
+[If relevant: The Tractatus Framework handles this through [specific feature].
+Documentation: https://agenticgovernance.digital/architecture.html#[section]]
+
+[Optional: Would be interested in your thoughts on [related topic].]
+```
+
+---
+
+## š Facebook - Weekly Posts
+
+**Post Schedule:** Every Monday
+
+**Template:**
+```
+š¤ Tractatus Framework Update - [Date]
+
+[1-2 paragraph summary of recent work]
+
+Key improvements:
+⢠[Feature 1]
+⢠[Feature 2]
+⢠[Feature 3]
+
+š Learn more: https://agenticgovernance.digital
+š Live dashboard: https://huggingface.co/spaces/tractatus-framework/audit-log-viewer
+
+#AIGovernance #AgenticSystems #OpenSource
+```
+
+---
+
+## š Check Coordination Tracking
+
+```bash
+# Quick check - last 5 decisions
+mongosh tractatus_dev --eval '
+ db.auditLogs.find(
+ {},
+ {_id:0, timestamp:1, service:1, "metadata.services_involved":1}
+ ).sort({timestamp: -1}).limit(5)
+'
+
+# Coordination rate - today
+mongosh tractatus_dev --eval '
+ var today = new Date();
+ today.setHours(0,0,0,0);
+ var total = db.auditLogs.countDocuments({timestamp: {$gte: today}});
+ var coordinated = db.auditLogs.countDocuments({
+ timestamp: {$gte: today},
+ "metadata.services_involved.1": {$exists: true}
+ });
+ print("Today: " + coordinated + "/" + total + " = " + (coordinated/total*100).toFixed(1) + "%");
+'
+```
+
+---
+
+## š Troubleshooting
+
+**Reddit post removed?**
+```bash
+# Build karma first - comment on 3-5 posts
+# Wait 24-48 hours between link posts
+# Message r/AI_Agents mods if persistent
+```
+
+**HF Space not updating?**
+```bash
+# Check if commit pushed
+cd ~/audit-log-viewer && git log -1
+
+# View HF build logs
+open https://huggingface.co/spaces/tractatus-framework/audit-log-viewer/logs
+
+# Force browser cache refresh: Ctrl+Shift+R
+```
+
+**Coordination tracking stopped?**
+```bash
+# Verify hook configured
+cat .claude/settings.local.json | grep -A 3 "framework-audit-hook"
+
+# Test hook manually
+echo '{"session_id":"test","tool_name":"Edit","tool_input":{"file_path":"test.txt"}}' | \
+ .claude/hooks/framework-audit-hook.js
+
+# Check for recent coordinated decisions
+mongosh tractatus_dev --eval '
+ db.auditLogs.findOne(
+ {"metadata.services_involved": {$ne: []}},
+ {timestamp:1, "metadata.services_involved":1}
+ )
+'
+```
+
+---
+
+## š Performance Metrics
+
+**Check Reddit engagement:**
+- Account: https://reddit.com/u/tractatus-framework
+- Target: 10+ comment karma before major posts
+- Goal: 1 helpful comment per day
+
+**Check HF Space views:**
+- Dashboard: https://huggingface.co/spaces/tractatus-framework/audit-log-viewer
+- Goal: Consistent weekly updates
+
+**Check coordination rate:**
+- Current: 1.7% (66/3942 decisions)
+- Target: 10-20% (as usage grows)
+- Trend: Monitor monthly
+
+---
+
+## š Quick Contacts
+
+- **HF Token:** [Secure - not in repos]
+- **Reddit:** u/tractatus-framework
+- **Facebook:** Agentic Governance NZ
+- **Substack:** ridingthetiger.substack.com/chat
+- **GitHub:** github.com/tractatus-framework
+
+---
+
+**Full Documentation:** `docs/outreach/SOCIAL-MEDIA-AND-HF-MAINTENANCE.md`
diff --git a/docs/outreach/SOCIAL-MEDIA-AND-HF-MAINTENANCE.md b/docs/outreach/SOCIAL-MEDIA-AND-HF-MAINTENANCE.md
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+# Social Media & Hugging Face Maintenance Guide
+
+**Last Updated:** 2025-11-01
+**Maintainer:** Claude Code instances
+**Purpose:** Document social media presence and HF Space setup for future maintenance
+
+---
+
+## Table of Contents
+
+1. [Reddit Presence](#reddit-presence)
+2. [Facebook Presence](#facebook-presence)
+3. [Hugging Face Space](#hugging-face-space)
+4. [Deep Interlock Coordination Tracking](#deep-interlock-coordination-tracking)
+5. [Maintenance Procedures](#maintenance-procedures)
+
+---
+
+## Reddit Presence
+
+### Account Details
+
+- **Username:** `tractatus-framework`
+- **Display Name:** Tractatus Framework
+- **Avatar:** `/home/theflow/projects/tractatus/public/images/tractatus-reddit-avatar.png` (512x512px)
+- **Subreddit Target:** r/AI_Agents (primary), r/LangChain (secondary)
+- **Purpose:** Share framework updates, engage with AI governance discussions
+
+### Initial Posts
+
+**First Post (r/AI_Agents - 2025-10-31):**
+- **Title:** "Tractatus Framework: Open-source AI governance framework integrating Christopher Alexander's architectural principles"
+- **Content:** Introduction to framework with key features:
+ - 6 governance services (Deep Interlock coordination)
+ - 5 Christopher Alexander principles for AI system design
+ - Audit logging and transparency dashboard
+ - MongoDB-based precedent tracking
+ - Multi-language support (EN/DE/FR)
+- **Links:**
+ - Website: https://agenticgovernance.digital
+ - Architecture: https://agenticgovernance.digital/architecture.html
+ - Values: https://agenticgovernance.digital/about/values.html
+ - GitHub: https://github.com/tractatus-framework (public repo)
+ - HF Space: https://huggingface.co/spaces/tractatus-framework/audit-log-viewer
+
+### Content Strategy
+
+**Engagement Rules:**
+1. **Build karma first:** Comment thoughtfully on 3-5 posts per day for 3-5 days before major link posts
+2. **Avoid spam filters:**
+ - Mix text-only discussions with link posts
+ - Engage authentically, don't just promote
+ - Wait 24-48 hours between promotional posts
+3. **Target subreddits:**
+ - r/AI_Agents (primary - AI agent development)
+ - r/LangChain (technical discussions)
+ - r/LocalLLaMA (self-hosted AI)
+ - r/ArtificialIntelligence (broader discussions)
+
+**Post Types:**
+- Framework updates (new features, principles)
+- Technical deep-dives (service architecture, coordination)
+- Community questions (seek feedback on approach)
+- Blog post shares (from `ridingthetiger.substack.com/chat`)
+
+### Commenting Strategy
+
+**Target Discussions:**
+- Questions about AI agent governance
+- Discussions on AI safety and alignment
+- Technical questions about agent frameworks
+- Posts about production AI deployments
+
+**Tone:**
+- Helpful and informative
+- Cite framework documentation when relevant
+- Acknowledge limitations and areas for improvement
+- Focus on technical accuracy over promotion
+
+### Known Issues
+
+**Reddit Spam Filters:**
+- Posts with links may be auto-removed initially
+- **Solution:** Build account reputation through comments first
+- If removed: Ask in r/AI_Agents modmail politely about visibility
+
+---
+
+## Facebook Presence
+
+### Page Details
+
+- **Page Name:** Agentic Governance NZ
+- **URL:** To be determined (page creation in progress)
+- **Purpose:** Share framework updates with NZ governance community
+- **Target Audience:** NZ government, policy makers, AI practitioners
+
+### Initial Post (Prepared)
+
+**Content Focus:**
+- Recent framework upgrades
+- Integration of Christopher Alexander's 5 principles
+- Emphasis on practical governance for AI agents
+
+**Key URLs to Include:**
+- Main site: https://agenticgovernance.digital
+- Architecture page: https://agenticgovernance.digital/architecture.html
+- Values page: https://agenticgovernance.digital/about/values.html
+- GitHub: https://github.com/tractatus-framework
+
+### Metadata Configuration
+
+**Site Metadata for Social Sharing:**
+Location: All public HTML files should have these meta tags (already implemented):
+
+```html
+
+
+
+
+
+
+
+
+
+
+
+
+```
+
+**Facebook Link Metadata Issue:**
+- Facebook shows "Link unavailable" for agenticgovernance.digital
+- **Cause:** Site needs to be crawlable by Facebook's scraper
+- **Solution:** Ensure proper Open Graph tags (already added to all pages)
+- **Test:** Use Facebook Sharing Debugger: https://developers.facebook.com/tools/debug/
+
+### Content Strategy
+
+**Post Frequency:**
+- Weekly updates on significant framework changes
+- Monthly deep-dives on specific principles or services
+- Ad-hoc posts for major milestones (new releases, blog posts)
+
+**Post Types:**
+- Framework updates (technical improvements)
+- Principle explanations (Alexander's principles applied to AI)
+- Case studies (real-world governance examples)
+- Community engagement (questions, discussions)
+
+---
+
+## Hugging Face Space
+
+### Space Details
+
+- **Space Name:** `tractatus-framework/audit-log-viewer`
+- **URL:** https://huggingface.co/spaces/tractatus-framework/audit-log-viewer
+- **Type:** Gradio app (Python)
+- **Purpose:** Public dashboard for framework audit log transparency
+
+### Repository Structure
+
+**Local Clone:** `~/audit-log-viewer/`
+
+**Key Files:**
+```
+~/audit-log-viewer/
+āāā app.py # Gradio app (displays audit data)
+āāā audit-decisions.json # Exported audit data (1.1 MB)
+āāā requirements.txt # Python dependencies
+āāā README.md # Space documentation
+āāā .git/ # HF git repository
+```
+
+**Source Repository:** `/home/theflow/projects/tractatus/hf-space-deploy/`
+- Contains initial setup files and deployment scripts
+
+### App Features
+
+**Visualization Components:**
+
+1. **Dataset Statistics (Top Section):**
+ - Total decisions count
+ - Decisions by service (pie chart)
+ - Decisions by outcome (allow/deny/ask)
+ - Context pressure distribution
+ - **Deep Interlock coordination metrics** (NEW)
+ - Coordinated Decisions count
+ - Single Service count
+ - Coordination Rate percentage
+
+2. **Interactive Table:**
+ - Filterable by service, decision, date range
+ - Sortable by all columns
+ - Expandable coordination arrays
+ - Pagination for large datasets
+
+3. **Coordination Tracking (NEW - 2025-11-01):**
+ - Shows which services coordinated on each decision
+ - `coordination` field: array of service names
+ - Example: `["BoundaryEnforcer", "ContextPressureMonitor"]`
+
+### Data Export Process
+
+**Export Script:** `scripts/export-hf-audit-data.js`
+
+**Command:**
+```bash
+node scripts/export-hf-audit-data.js
+```
+
+**What it does:**
+1. Connects to MongoDB (`tractatus_dev` database)
+2. Queries `auditLogs` collection
+3. Extracts coordination data from `metadata.services_involved`
+4. Transforms to HF-compatible JSON format
+5. Writes to `./audit-decisions.json` (1.1 MB)
+
+**Output Format:**
+```json
+[
+ {
+ "timestamp": "2025-10-31T18:33:30.266Z",
+ "action": "boundary_enforcement",
+ "service": "BoundaryEnforcer",
+ "decision": "allow",
+ "boundary": "N/A",
+ "boundary_domain": "TECHNICAL_IMPLEMENTATION",
+ "context_pressure": "NORMAL",
+ "coordination": ["BoundaryEnforcer", "ContextPressureMonitor"]
+ }
+]
+```
+
+**Statistics (as of 2025-11-01):**
+- Total decisions: 3,942
+- Coordinated decisions: 66
+- Single service: 3,876
+- **Coordination rate: 1.7%**
+
+### Deployment Process
+
+**1. Export fresh data:**
+```bash
+cd /home/theflow/projects/tractatus
+node scripts/export-hf-audit-data.js
+```
+
+**2. Copy to HF Space repository:**
+```bash
+cp ./audit-decisions.json ~/audit-log-viewer/
+```
+
+**3. Commit and push:**
+```bash
+cd ~/audit-log-viewer
+git add audit-decisions.json
+git commit -m "feat: update audit data
+
+- [Describe changes]
+- [Statistics]
+
+š¤ Generated with Claude Code"
+git push
+```
+
+**4. HF Space auto-rebuilds:**
+- Hugging Face detects the push
+- Rebuilds the Gradio app automatically
+- New data appears in ~2-3 minutes
+
+### Authentication
+
+**HF Token Location:** User provided during session: `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`
+- **DO NOT commit this token to any repository**
+- Token has write access to `tractatus-framework` organization spaces
+- Used for: `git push` operations to HF Space
+
+**Git Configuration:**
+```bash
+cd ~/audit-log-viewer
+git remote -v
+# origin https://huggingface.co/spaces/tractatus-framework/audit-log-viewer (fetch)
+# origin https://huggingface.co/spaces/tractatus-framework/audit-log-viewer (push)
+```
+
+---
+
+## Deep Interlock Coordination Tracking
+
+### Problem Solved (2025-11-01)
+
+**Initial Issue:**
+- HF Space showed 0% coordination rate despite 6 services coordinating
+- `services_involved` metadata was never populated in audit logs
+
+**Root Cause:**
+- `.claude/settings.local.json` overrode `.claude/settings.json`
+- `framework-audit-hook.js` was excluded from PreToolUse hooks
+- Only validator hooks (`validate-file-edit.js`, etc.) were running
+
+### Implementation
+
+**1. Fixed Hook Configuration**
+
+File: `.claude/settings.local.json`
+
+Added `framework-audit-hook.js` to PreToolUse hooks:
+
+```json
+{
+ "hooks": {
+ "PreToolUse": [
+ {
+ "matcher": "Edit|Write",
+ "hooks": [
+ {
+ "type": "command",
+ "command": ".claude/hooks/framework-audit-hook.js",
+ "timeout": 10
+ }
+ ]
+ },
+ {
+ "matcher": "Edit",
+ "hooks": [
+ {
+ "type": "command",
+ "command": "node scripts/hook-validators/validate-file-edit.js"
+ }
+ ]
+ }
+ // ... other hooks
+ ]
+ }
+}
+```
+
+**2. Coordination Tracking in Hook**
+
+File: `.claude/hooks/framework-audit-hook.js`
+
+Key changes:
+- Line 284: Created `servicesInvolved` array
+- Line 298: Passed array reference through `context.services_involved`
+- Line 301: Push service name BEFORE calling (timing critical)
+- Line 463: Track ContextPressureMonitor coordination
+
+**Critical Pattern:**
+```javascript
+const servicesInvolved = []; // Create tracking array
+
+const context = {
+ sessionId,
+ tool: 'Edit/Write',
+ file: filePath,
+ services_involved: servicesInvolved // Pass by reference
+};
+
+servicesInvolved.push('BoundaryEnforcer'); // BEFORE calling
+const result = BoundaryEnforcer.enforce(action, context);
+```
+
+**Why timing matters:**
+Services log audit entries immediately when called. If you push to the array AFTER calling, the array is empty when the service logs.
+
+**3. Service Logging Updates**
+
+**BoundaryEnforcer** (`src/services/BoundaryEnforcer.service.js:901`):
+```javascript
+metadata: {
+ // ... other metadata
+ services_involved: context.services_involved || [] // Deep Interlock tracking
+}
+```
+
+**ContextPressureMonitor** (`src/services/ContextPressureMonitor.service.js:931`):
+```javascript
+metadata: {
+ // ... other metadata
+ services_involved: context.services_involved || [] // Deep Interlock tracking
+}
+```
+
+### Testing Coordination Tracking
+
+**Manual Test:**
+```bash
+# Test hook directly
+echo '{"session_id":"test","hook_event_name":"PreToolUse","tool_name":"Edit","tool_input":{"file_path":"/home/theflow/projects/tractatus/test.txt","old_string":"a","new_string":"b"}}' | .claude/hooks/framework-audit-hook.js
+```
+
+**Check Database:**
+```bash
+mongosh tractatus_dev --eval 'db.auditLogs.find({}, {_id:0, timestamp:1, service:1, "metadata.services_involved":1}).sort({timestamp: -1}).limit(5)'
+```
+
+**Expected Output:**
+```javascript
+[
+ {
+ service: 'ContextPressureMonitor',
+ metadata: { services_involved: ['BoundaryEnforcer', 'ContextPressureMonitor'] },
+ timestamp: ISODate('2025-10-31T18:33:30.270Z')
+ },
+ {
+ service: 'BoundaryEnforcer',
+ metadata: { services_involved: ['BoundaryEnforcer', 'ContextPressureMonitor'] },
+ timestamp: ISODate('2025-10-31T18:33:30.266Z')
+ }
+]
+```
+
+### Coordination Statistics
+
+**Current Metrics (2025-11-01):**
+- Total decisions: 3,942
+- Coordinated (2+ services): 66 (1.7%)
+- Single service: 3,876 (98.3%)
+
+**Why low coordination rate?**
+1. Many operations are simple and don't require multiple services
+2. Coordination happens when:
+ - File modifications trigger BoundaryEnforcer + ContextPressureMonitor
+ - Schema changes add CrossReferenceValidator
+ - Complex operations add MetacognitiveVerifier
+ - Governance files add InstructionPersistenceClassifier
+
+**As framework usage grows:**
+- More complex operations will increase coordination rate
+- Multi-service decisions demonstrate Deep Interlock in action
+- Target: 10-20% coordination rate for production systems
+
+---
+
+## Maintenance Procedures
+
+### Weekly Maintenance
+
+**1. Update HF Space Data (Every Monday)**
+
+```bash
+# Export fresh audit data
+cd /home/theflow/projects/tractatus
+node scripts/export-hf-audit-data.js
+
+# Check statistics
+python3 -c "
+import json
+with open('./audit-decisions.json', 'r') as f:
+ data = json.load(f)
+coordinated = sum(1 for d in data if len(d.get('coordination', [])) > 0)
+total = len(data)
+print(f'Total: {total}, Coordinated: {coordinated}, Rate: {coordinated/total*100:.1f}%')
+"
+
+# Copy to HF Space
+cp ./audit-decisions.json ~/audit-log-viewer/
+
+# Commit and push
+cd ~/audit-log-viewer
+git add audit-decisions.json
+git commit -m "chore: weekly audit data update ($(date +%Y-%m-%d))
+
+- Total decisions: [INSERT]
+- Coordinated: [INSERT]
+- Rate: [INSERT]%
+
+š¤ Generated with Claude Code"
+git push
+```
+
+**2. Reddit Engagement (Daily)**
+
+```bash
+# Check r/AI_Agents for relevant discussions
+# Comment on 1-2 posts per day
+# Focus on: governance questions, agent architecture, deployment challenges
+```
+
+**3. Facebook Posts (Weekly)**
+
+```bash
+# Share significant updates:
+# - New framework features
+# - Blog posts from ridingthetiger.substack.com
+# - Coordination tracking improvements
+# - Community milestones
+```
+
+### Monthly Maintenance
+
+**1. Review Coordination Metrics**
+
+```bash
+# Analyze coordination trends
+mongosh tractatus_dev --eval '
+db.auditLogs.aggregate([
+ { $match: { "metadata.services_involved": { $exists: true } } },
+ { $group: {
+ _id: { $month: "$timestamp" },
+ total: { $sum: 1 },
+ coordinated: {
+ $sum: {
+ $cond: [{ $gt: [{ $size: "$metadata.services_involved" }, 0] }, 1, 0]
+ }
+ }
+ }
+ },
+ { $project: {
+ month: "$_id",
+ total: 1,
+ coordinated: 1,
+ rate: { $multiply: [{ $divide: ["$coordinated", "$total"] }, 100] }
+ }
+ },
+ { $sort: { month: 1 } }
+])'
+```
+
+**2. Content Planning**
+
+- Review framework changelog
+- Identify significant updates for social media
+- Draft blog post topics for Substack
+- Plan technical deep-dives for Reddit
+
+**3. Community Engagement Review**
+
+- Check Reddit post performance (upvotes, comments)
+- Review Facebook page insights
+- Monitor HF Space views and interactions
+- Adjust content strategy based on engagement
+
+### Quarterly Maintenance
+
+**1. Repository Cleanup**
+
+```bash
+# Clean up test files
+rm -f test-coordination-debug.txt
+rm -f /tmp/framework-hook-*
+
+# Archive old session handoffs
+mkdir -p docs/archive/session-handoffs/$(date +%Y-Q%q)
+mv .claude/session-archive/SESSION_*.md docs/archive/session-handoffs/$(date +%Y-Q%q)/
+```
+
+**2. Documentation Updates**
+
+- Review this maintenance guide
+- Update statistics and metrics
+- Document new features and changes
+- Update troubleshooting sections
+
+**3. Security Review**
+
+- Rotate HF access token if needed
+- Review social media account security
+- Check for any exposed credentials
+- Update authentication documentation
+
+### Troubleshooting
+
+**Reddit Posts Removed:**
+```bash
+# Symptom: Post doesn't appear in r/AI_Agents
+# Cause: Spam filter triggered
+# Solution:
+# 1. Check account karma (need 10+ comment karma)
+# 2. Wait 24-48 hours between link posts
+# 3. Message r/AI_Agents mods politely
+# 4. Build reputation through comments first
+```
+
+**HF Space Not Updating:**
+```bash
+# Symptom: Data pushed but Space shows old data
+# Cause: HF rebuild failed or cached
+# Solution:
+cd ~/audit-log-viewer
+git log -1 # Verify commit pushed
+# Check HF Space logs: https://huggingface.co/spaces/tractatus-framework/audit-log-viewer/logs
+# Wait 5 minutes for rebuild
+# Force refresh browser cache (Ctrl+Shift+R)
+```
+
+**Coordination Tracking Stopped:**
+```bash
+# Symptom: New audit logs show services_involved: []
+# Cause: Hook configuration changed or services not logging
+# Solution:
+# 1. Verify hook is running:
+cat .claude/settings.local.json | grep -A 5 "framework-audit-hook"
+
+# 2. Test hook manually:
+echo '{"session_id":"test","tool_name":"Edit","tool_input":{"file_path":"test.txt"}}' | .claude/hooks/framework-audit-hook.js
+
+# 3. Check database for recent coordinated decisions:
+mongosh tractatus_dev --eval 'db.auditLogs.find({"metadata.services_involved": {$ne: []}}).sort({timestamp: -1}).limit(1)'
+
+# 4. If empty, re-apply coordination tracking implementation
+```
+
+**Facebook Link Unavailable:**
+```bash
+# Symptom: Facebook shows "Link unavailable" for agenticgovernance.digital
+# Cause: Open Graph tags not detected or site not crawlable
+# Solution:
+# 1. Test with Facebook Sharing Debugger:
+# https://developers.facebook.com/tools/debug/?q=https://agenticgovernance.digital
+# 2. Verify Open Graph tags in HTML:
+curl -s https://agenticgovernance.digital | grep "og:"
+# 3. Request Facebook to re-scrape:
+# Use "Scrape Again" button in debugger
+```
+
+### Future Enhancements
+
+**Planned Features:**
+
+1. **Automated HF Space Updates:**
+ - Cron job to export and push data daily
+ - Script: `scripts/auto-update-hf-space.sh`
+
+2. **Reddit Bot Integration:**
+ - Automated monitoring of relevant discussions
+ - Weekly digest of governance-related posts
+
+3. **Enhanced Coordination Metrics:**
+ - Per-service coordination analysis
+ - Temporal trends in coordination patterns
+ - Anomaly detection in coordination rates
+
+4. **Social Media Analytics:**
+ - Track post performance metrics
+ - A/B testing for content types
+ - Community sentiment analysis
+
+---
+
+## References
+
+**Internal Documentation:**
+- Framework Architecture: `docs/FRAMEWORK-ARCHITECTURE.md`
+- Session Management: `docs/SESSION_MANAGEMENT_ARCHITECTURE.md`
+- Instruction History: `.claude/instruction-history.json`
+- HF Presence Plan: `docs/outreach/HUGGINGFACE-PRESENCE-PLAN.md`
+
+**External Links:**
+- Reddit r/AI_Agents: https://www.reddit.com/r/AI_Agents/
+- HF Space: https://huggingface.co/spaces/tractatus-framework/audit-log-viewer
+- Website: https://agenticgovernance.digital
+- GitHub: https://github.com/tractatus-framework
+- Substack: https://ridingthetiger.substack.com/chat
+
+**Tools:**
+- MongoDB Shell: `mongosh tractatus_dev`
+- Export Script: `node scripts/export-hf-audit-data.js`
+- Reddit Account: u/tractatus-framework
+- HF Token: [Stored securely, not in repos]
+
+---
+
+**Document Version:** 1.0
+**Last Reviewed:** 2025-11-01
+**Next Review:** 2025-12-01
diff --git a/public/images/tractatus-reddit-avatar-hd.png b/public/images/tractatus-reddit-avatar-hd.png
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diff --git a/scripts/export-hf-audit-data.js b/scripts/export-hf-audit-data.js
new file mode 100755
index 00000000..2ac6340d
--- /dev/null
+++ b/scripts/export-hf-audit-data.js
@@ -0,0 +1,185 @@
+#!/usr/bin/env node
+
+/**
+ * Export Anonymized Audit Data for Hugging Face Space
+ *
+ * Exports audit decisions from MongoDB in a safe, anonymized format
+ * for the Tractatus Audit Log Viewer on Hugging Face Spaces.
+ *
+ * Usage: node scripts/export-hf-audit-data.js [--limit=1000]
+ */
+
+const { MongoClient } = require('mongodb');
+const fs = require('fs');
+const path = require('path');
+
+// MongoDB connection
+const MONGO_URI = process.env.MONGO_URI || 'mongodb://localhost:27017';
+const DB_NAME = 'tractatus_dev';
+
+// Parse command line args
+const args = process.argv.slice(2);
+const limitArg = args.find(arg => arg.startsWith('--limit='));
+const LIMIT = limitArg ? parseInt(limitArg.split('=')[1]) : null;
+
+async function exportAuditData() {
+ console.log('š Tractatus Audit Data Export for Hugging Face');
+ console.log('================================================\n');
+
+ const client = new MongoClient(MONGO_URI);
+
+ try {
+ await client.connect();
+ console.log('ā Connected to MongoDB');
+
+ const db = client.db(DB_NAME);
+ const auditCollection = db.collection('auditLogs');
+
+ // Count total decisions
+ const totalCount = await auditCollection.countDocuments();
+ console.log(`ā Found ${totalCount} total audit logs`);
+
+ if (LIMIT) {
+ console.log(` ā Limiting export to ${LIMIT} decisions`);
+ }
+
+ // Build aggregation pipeline
+ const pipeline = [
+ {
+ $project: {
+ _id: 0,
+ timestamp: '$timestamp',
+ action: '$action',
+ service: {
+ $cond: {
+ if: { $eq: ['$action', 'context_pressure_analysis'] },
+ then: 'ContextPressureMonitor',
+ else: {
+ $cond: {
+ if: { $regexMatch: { input: '$action', regex: /boundary/ } },
+ then: 'BoundaryEnforcer',
+ else: '$action'
+ }
+ }
+ }
+ },
+ decision: {
+ $cond: {
+ if: '$allowed',
+ then: 'allow',
+ else: 'deny'
+ }
+ },
+ boundary: '$boundary',
+ boundary_domain: '$domain',
+ context_pressure: '$metadata.pressure_level',
+ metadata: '$metadata',
+ // Exclude sensitive data
+ // No file paths, no specific code, no user info
+ }
+ },
+ { $sort: { timestamp: -1 } }
+ ];
+
+ if (LIMIT) {
+ pipeline.push({ $limit: LIMIT });
+ }
+
+ console.log('\nš Exporting audit decisions...');
+
+ const decisions = await auditCollection.aggregate(pipeline).toArray();
+
+ console.log(`ā Exported ${decisions.length} decisions`);
+
+ // Anonymize and clean data
+ const anonymized = decisions.map(d => {
+ // Clean boundary format
+ let boundary = d.boundary || 'N/A';
+ if (boundary && typeof boundary === 'string' && boundary.includes(':')) {
+ // Format: "12.2: Innovation cannot be proceduralized"
+ const parts = boundary.split(':');
+ boundary = `${parts[0].trim()}: ${parts[1]?.trim() || ''}`.substring(0, 100);
+ }
+
+ // Extract service name from action
+ let service = d.service || 'Unknown';
+
+ // Determine if there was service coordination (check metadata)
+ let coordination = [];
+ if (d.metadata && d.metadata.services_involved) {
+ coordination = d.metadata.services_involved;
+ }
+
+ return {
+ timestamp: d.timestamp,
+ action: d.action,
+ service: service,
+ decision: d.decision || 'unknown',
+ boundary: boundary,
+ boundary_domain: d.boundary_domain || null,
+ context_pressure: d.context_pressure || 'NORMAL',
+ coordination: coordination
+ };
+ });
+
+ // Statistics
+ console.log('\nš Export Statistics:');
+ console.log(` Total decisions: ${anonymized.length}`);
+
+ const serviceCount = {};
+ const decisionCount = {};
+ const pressureCount = {};
+
+ anonymized.forEach(d => {
+ serviceCount[d.service] = (serviceCount[d.service] || 0) + 1;
+ decisionCount[d.decision] = (decisionCount[d.decision] || 0) + 1;
+ pressureCount[d.context_pressure] = (pressureCount[d.context_pressure] || 0) + 1;
+ });
+
+ console.log('\n By Service:');
+ Object.entries(serviceCount).sort((a, b) => b[1] - a[1]).forEach(([service, count]) => {
+ console.log(` ${service}: ${count}`);
+ });
+
+ console.log('\n By Decision:');
+ Object.entries(decisionCount).forEach(([decision, count]) => {
+ console.log(` ${decision}: ${count}`);
+ });
+
+ console.log('\n By Pressure Level:');
+ Object.entries(pressureCount).forEach(([pressure, count]) => {
+ console.log(` ${pressure}: ${count}`);
+ });
+
+ // Write to JSON file
+ const outputPath = path.join(__dirname, '..', 'hf-spaces', 'audit-log-viewer', 'audit-decisions.json');
+
+ // Ensure directory exists
+ const outputDir = path.dirname(outputPath);
+ if (!fs.existsSync(outputDir)) {
+ fs.mkdirSync(outputDir, { recursive: true });
+ console.log(`\nā Created output directory: ${outputDir}`);
+ }
+
+ fs.writeFileSync(outputPath, JSON.stringify(anonymized, null, 2));
+
+ const fileSize = (fs.statSync(outputPath).size / 1024 / 1024).toFixed(2);
+ console.log(`\nā Exported to: ${outputPath}`);
+ console.log(` File size: ${fileSize} MB`);
+
+ console.log('\nā
Export complete!');
+ console.log('\nNext steps:');
+ console.log(' 1. Review audit-decisions.json for any sensitive data');
+ console.log(' 2. Copy to HF Space repository');
+ console.log(' 3. Deploy Gradio app');
+
+ } catch (error) {
+ console.error('ā Export failed:', error);
+ process.exit(1);
+ } finally {
+ await client.close();
+ }
+}
+
+// Run export
+exportAuditData();