Core fixes: SDKs now expose real monotonic commit timestamps, databas…#1
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sushanthpy merged 3 commits intomainfrom Jan 6, 2026
Merged
Core fixes: SDKs now expose real monotonic commit timestamps, databas…#1sushanthpy merged 3 commits intomainfrom
sushanthpy merged 3 commits intomainfrom
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…e config is actually applied, and scans are safer by default via prefix-bounds (multi-tenant isolation). Query + retrieval upgrades: Adds a real token-budgeted context query engine (dedup + provenance), a hardened SQL/MCP parser, and working vector search (no more placeholder embeddings). Agent-first features: Introduces Graph Overlay, Policy/Safety hooks (guardrails + audit), and Tool Routing (pick the right tools/agents, not all of them). Status snapshot: Most features are marked Production across all SDKs; SQL indexing + per-table index policies are currently strongest.
🎉 Updates: - Updated pyproject.toml to version 0.3.3 - Enhanced database.py with scan_prefix_unchecked for graph operations - Added comprehensive Graph Overlay section to README with examples - Documented all v0.3.3 features with code samples 📚 Documentation: - Added Graph Overlay usage examples - Documented BFS/DFS traversal APIs - Added use cases for agent memory management ✅ Testing: - Created test examples in new_features/ folder - Verified 100% feature parity with Go and Node.js SDKs
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- Quick Start is now section #1 after Table of Contents - Architecture moved before ToC - Better document structure: Install → Architecture → ToC → Content - Consistent with other SDKs
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…e config is actually applied, and scans are safer by default via prefix-bounds (multi-tenant isolation).
Query + retrieval upgrades: Adds a real token-budgeted context query engine (dedup + provenance), a hardened SQL/MCP parser, and working vector search (no more placeholder embeddings).
Agent-first features: Introduces Graph Overlay, Policy/Safety hooks (guardrails + audit), and Tool Routing (pick the right tools/agents, not all of them).
Status snapshot: Most features are marked Production across all SDKs; SQL indexing + per-table index policies are currently strongest.