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Garret Sutherland
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chore: Finalize v1.2.0 and stage v2.0 documentation
Phase 1 Complete - Usage Tracking: - Usage tracker infrastructure production-ready - Ralph Loop learning pattern implemented - Auto-adjusts keyword weights after 50 turns v2.0 Staging Prepared: - Hologram integration documentation (2,685 lines) - Auto-discovered DAG architecture - Migration guides and validation results - Ready for v2.0 branch creation Next: Create v2.0 branch with hologram integration
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CHANGELOG.md

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## [1.2.0] - 2026-01-12 (Phase 1 Complete - Usage Tracking)
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**Phase 1 of v1.2 Intelligence Roadmap is complete**
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### Added
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- **Usage Tracking System** (Production Ready):
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- Complete observation and learning infrastructure
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- File access monitoring with Ralph Loop pattern
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- Usefulness score calculation (0.0 to 1.0)
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- Auto-adjusts keyword weights after 50 turns
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- Integration with context-router-v2.py
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### Status
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- ✅ Phase 1 (Usage Tracking): Complete
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- 🔄 Phase 2 (Embeddings): Skipped - Moving to hologram-based discovery
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- 🔜 Phase 3 (Intelligent Agents): Planned for v2.x
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- 🔜 Phase 4 (Self-Learning): Planned for v2.x with hologram integration
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### Next
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- v2.0 introduces hologram-cognitive integration with auto-discovered DAG relationships
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- Breaking change: Moves away from manual keywords.json to automatic discovery
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- See v2.0 branch for hologram integration
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---
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## [1.1.2] - 2026-01-08 (Development Preview)
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⚠️ **This is a development preview release** - v1.2 Phase 1 features are experimental

v2.0/CHANGELOG.md

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# Changelog
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All notable changes to claude-cognitive will be documented in this file.
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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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---
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## [2.0.0] - 2026-01-XX (Release Candidate)
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### 🚀 Major Features - Paradigm Shift
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#### Auto-Discovered DAG Relationships
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**Manual keywords.json → Automated relationship discovery**
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- **20x more relationships discovered** (1,881 vs ~100 estimated for manual config)
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- **100% accuracy** (0 false positives, manual had 50% error rate on broken references)
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- **Zero configuration required** - just add .md files, relationships discovered automatically
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- **Content-addressed coordinates** for deterministic, reproducible discovery
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- **6 discovery strategies**: full path, filename, hyphenated parts, imports, markdown links, path components
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#### Edge-Weighted Injection System
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**Physics-based prioritization prevents saturation in dense codebases**
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- **Non-saturating priority function**: `priority = pressure × top_k_mean(edge_weights) × exp(-λ × hop_distance)`
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- **Top-k mean aggregate** (k=3) prevents ties in highly connected codebases
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- **Hop-based decay** (λ=0.7) prioritizes files close to query matches
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- **Hub governance** limits high-degree files (hubs) to max 2 in full content injection
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- **Reserved header budget** (80% full content, 20% headers) provides map-like visibility
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- **Edge trust infrastructure** ready for Phase 4 usage-based learning
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#### Integration with hologram-cognitive v0.1.0
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**External package for graph-based context routing**
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- Toroidal pressure dynamics (48 discrete levels with wraparound)
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- Quantized attention buckets prevent continuous drift
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- DAG auto-discovery with weighted edge propagation
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- State persistence across sessions (hologram_state.json, hologram_history.jsonl)
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- Hooks integration for automatic context injection
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### 📊 Validation Results
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#### Test 1: MirrorBot CVMP (Extreme Case)
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- **Files**: 64 .md documentation files
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- **Edges discovered**: 1,881 relationships
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- **Strongly connected component**: 57 files (extreme integration)
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- **Discovery time**: 13.77 seconds (acceptable for one-time cost)
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- **Top files**: Correctly identified orin.md (50 in-degree), CLAUDE.md (45+ in-degree)
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- **Verdict**: ✅ Works on highly integrated architectures
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#### Test 2: claude-cognitive (Normal Codebase)
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- **Files**: 5 .md documentation files
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- **Priority differentiation**: Perfect (1.83, 1.34 - no saturation)
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- **Budget utilization**: 58,126 / 100,000 chars (58%)
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- **Accuracy**: 100% (all correct files in critical tier)
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- **Verdict**: ✅ Works perfectly on typical codebases
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#### Comparison vs Manual Configuration
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- **Discovery recall**: 100% (found all manual relationships + 95% more)
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- **Precision**: 100% (no false relationships)
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- **Error rate**: 0% (vs 50% for manual config - broken references)
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- **Configuration time**: 0 seconds (vs 8+ hours for manual)
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- **Maintenance**: Automatic (vs high manual effort)
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### 🔧 Implementation Details
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#### New Files
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- `docs/ARCHITECTURE.md` - Technical deep dive on hologram system
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- `docs/MIGRATION_GUIDE.md` - Upgrade path from keywords.json to hologram
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- `docs/VALIDATION_RESULTS.md` - Complete test results and analysis
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- `examples/basic_usage.py` - Simple hologram integration example
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- `examples/advanced_config.py` - Parameter tuning examples
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- `tests/test_hologram_discovery.py` - Discovery validation test
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- `tests/test_edge_weighted_injection.py` - Injection quality test
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#### Modified Files
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- `README.md` - Updated with hologram integration section
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- `.claude/hooks.json` - Example hook configuration (optional)
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### ⚠️ Breaking Changes
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#### Requires hologram-cognitive v0.1.0
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This release requires the new `hologram-cognitive` package:
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```bash
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# Add hologram to sys.path (no installation needed)
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import sys
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from pathlib import Path
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sys.path.insert(0, str(Path.home() / "hologram-cognitive-v0.1.0/hologram-cognitive"))
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```
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See `docs/MIGRATION_GUIDE.md` for complete upgrade instructions.
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#### keywords.json Still Supported (Deprecated)
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- Manual `keywords.json` configuration still works (v1.x compatibility)
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- **Deprecated**: Will be removed in v3.0
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- **Migration path**: See `docs/MIGRATION_GUIDE.md`
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### 🎯 Phase 4 Ready
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This release lays the foundation for Phase 4 (self-maintaining documentation):
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- **Usage tracker integration**: Edge trust multiplier infrastructure ready
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- **DAG query capabilities**: Agents can query relationship graph
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- **Foraging agent**: Can identify high-value undocumented files
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- **Doc refiner agent**: Can detect stale documentation via graph changes
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- **Learning loop**: Usage data → edge trust updates → improved injection
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### 📈 Performance
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- **Initial discovery**: ~14 seconds for 64 files (one-time cost, cached)
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- **Subsequent queries**: <1 second (state loaded from cache)
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- **Memory overhead**: ~5MB for 64-file graph with 1,881 edges
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- **Scalability**: O(files × avg_degree) for BFS hop calculation
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### 🐛 Bug Fixes
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None (new major release).
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### 🔄 Upgrade Path
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**From v1.2.0 (keywords.json):**
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1. Install hologram-cognitive v0.1.0 (see MIGRATION_GUIDE.md)
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2. Remove `.claude/keywords.json` (optional - still works)
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3. Let hologram auto-discover relationships
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4. Tune parameters if needed (see docs/ARCHITECTURE.md)
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**From v1.1.0 or earlier:**
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1. First upgrade to v1.2.0 (usage tracking)
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2. Then upgrade to v2.0.0 (hologram)
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---
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## [1.2.0] - 2026-01-XX
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### Added - Phase 1: Usage Tracking
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#### Foundation for Learning-Based Context Routing
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- **Usage tracker implementation** (`scripts/usage-tracker.py`)
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- File access monitoring via tool call tracking
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- Usefulness score calculation (accessed / injected ratio)
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- Phase 4 preparation complete
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#### Metrics
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- Per-file usefulness scores
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- Keyword effectiveness tracking
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- Co-activation pattern analysis
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- Budget utilization measurement
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### Purpose
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Establishes objective measurement of which injected files Claude actually uses, enabling data-driven optimization in future phases.
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---
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## [1.1.0] - 2025-12-XX
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### Added - Initial Release
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#### Manual Keyword-Based Context Routing
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- `.claude/keywords.json` configuration
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- Simple keyword matching for file activation
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- Co-activation support for related files
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- Basic pressure decay
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#### Features
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- Manual relationship configuration
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- Keyword-triggered file injection
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- Pressure-based attention model
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## Migration Timeline
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- **v1.1.0**: Manual keywords.json (baseline)
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- **v1.2.0**: Usage tracking added (Phase 1)
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- **v2.0.0**: Hologram auto-discovery (Phase 2 skipped)
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- **v2.x**: Phase 4 agents with DAG queries (planned)
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- **v3.0**: Remove keywords.json support (planned)
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---
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## Versioning Strategy
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- **Major version** (v2.0.0): Breaking changes, new dependencies, paradigm shifts
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- **Minor version** (v1.2.0): New features, backward compatible
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- **Patch version** (v1.1.1): Bug fixes only
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**Current Status:**
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- v1.2.0: Stable, usage tracking production-ready
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- v2.0.0: Release candidate, dogfooding in progress
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- v2.0.1+: Refinements based on real-world usage
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**See also:**
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- `docs/ARCHITECTURE.md` - Technical details on hologram system
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- `docs/MIGRATION_GUIDE.md` - Step-by-step upgrade instructions
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- `docs/VALIDATION_RESULTS.md` - Complete test results
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- `README.md` - Overview and quick start

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