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77 changes: 76 additions & 1 deletion README.md
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> **Transform Chaos into Intelligence. Build AI systems with context graphs, decision tracking, and advanced knowledge engineering that are explainable, traceable, and trustworthy — not black boxes.**

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</div>

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## 🆕 What's New in v0.5.0

**Released May 11, 2026** · [Full Release Notes](RELEASE_NOTES.md) · [Changelog](CHANGELOG.md)

### Distance Intelligence Framework
- **10x+ embedding cache performance** — per-session revision-based caching with thread-safe invalidation
- **Semantic Neighborhood Search** — context-aware similarity with proximity metrics
- **Distance Matrix API** — N×N semantic distance calculations with caching
- **Advanced UI** — ego mode, overlays, heatmap, and path inspector

### Complete Ontology Hub Suite
- **Alignments Tab** — cross-ontology alignment authoring with ML-powered confidence scoring
- **Health Dashboard** — quality scoring across 5 dimensions with actionable issue tracking
- **SHACL Studio** — interactive shape authoring with Monaco editor
- **Visual Editor** — drag-and-drop ontology construction without hand-coding
- **16 new backend endpoints** — full CRUD and analysis for ontology management

### More in This Release
- **Parquet Ingestion** — PyArrow backend with column selection and partition support
- **O(log n) Indexed Search** — 118k nodes: 24ms → 0.004ms
- **12 Security Vulnerabilities Fixed** — eval injection, XXE, SQL injection, SSRF, and more
- **Windows & cross-platform fixes** — Unicode console, pipx install, optional dependency cleanup

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## The Problem

AI agents today are powerful but not trustworthy:
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