docs(wiki): Memory Quality System Era documentation (v8.45-v8.48)
Major documentation update covering 11 releases across 3 days:
## New Wiki Pages
- 14-Memory-Quality-System-Guide.md (updated) - Comprehensive v8.45-v8.48 coverage
- 15-ONNX-Quality-Evaluation.md (new) - Cross-encoder deep dive, self-match bug analysis
- 16-Metadata-Compression-System.md (new) - CSV compression, 78% reduction, 3-phase roadmap
- 17-Quality-Hooks-Integration.md (new) - 3-phase integration workflow
- 18-Dashboard-UI-Guide.md (new) - Quality badges, analytics, dark mode
## Key Documentation Themes
- Local-first AI (zero cost, full privacy, ONNX SLM)
- 78% metadata compression for cloud sync (100% success rate)
- Realistic quality distribution (42.9% high, 3.2% med, 53.9% low)
- Multi-platform GPU acceleration (CUDA, MPS, DirectML, ROCm)
- Network effect intelligence (association-based quality boost)
- Complete bug fix transparency (self-match, association pollution)
## Release Coverage
- v8.45.0-v8.45.3: Foundation and stabilization
- v8.46.0-v8.46.3: Quality + Hooks integration
- v8.47.0-v8.47.1: Association boost, ONNX improvements
- v8.48.0: Metadata compression breakthrough
## Documentation Quality
- 5 comprehensive wiki pages (~50KB total)
- Cross-references between all pages
- Platform-specific configuration examples
- Troubleshooting guides for all common issues
- Performance benchmarks with real-world data
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>