This release adds 6 notable features for engineering teams evaluating rollout.
✓ No known CVEs patched in this version
Topics
+12 more
Summary
AI summaryUpdates no-default-features, additive, and mem0/Zep/Letta across a mixed release.
Changes in this release
| Type | Severity | Summary | CVE |
|---|---|---|---|
| Feature | Medium |
Adds "World's Best Memory System" program features Adds "World's Best Memory System" program features Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Introduces additive schema additions via CREATE TABLE IF NOT EXISTS Introduces additive schema additions via CREATE TABLE IF NOT EXISTS Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Exposes 12 new public API methods through PyO3 Exposes 12 new public API methods through PyO3 Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Adds namespace_importance_stats, skill_outcomes, artifact_repair_audit schema entries Adds namespace_importance_stats, skill_outcomes, artifact_repair_audit schema entries Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Implements continuous entity backfill and auto_relate co-occurrence edges in knowledge graph (+2.5% recall) Implements continuous entity backfill and auto_relate co-occurrence edges in knowledge graph (+2.5% recall) Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Adds runnable CI-gated harnesses for scaling self-benchmark, latency SLO, and competitor evaluation Adds runnable CI-gated harnesses for scaling self-benchmark, latency SLO, and competitor evaluation Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Introduces `session_digest()` one-call briefing and end-of-session auto-capture Introduces `session_digest()` one-call briefing and end-of-session auto-capture Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Adds trust metadata (age / superseded) on recall hits Adds trust metadata (age / superseded) on recall hits Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Implements `chain_head()` with exact chain-head semantics and structural-intent recall hints Implements `chain_head()` with exact chain-head semantics and structural-intent recall hints Source: llm_adapter@2026-06-11 Confidence: high |
— |
| Feature | Low |
Adds `list_records` surface for record listing Adds `list_records` surface for record listing Source: llm_adapter@2026-06-11 Confidence: low |
— |
| Feature | Low |
Surfaces `list_records` for listing records Surfaces `list_records` for listing records Source: granite4.1:30b@2026-06-11-audit Confidence: low |
— |
Full changelog
Major feature release implementing the "World's Best Memory System" program — closing the write-rich / close-poor audit diagnosis. All changes additive and backward-compatible (schema additions via CREATE TABLE IF NOT EXISTS; new public API only). Published to PyPI and crates.io.
Ingest integrity
Write-time tool-call artifact sanitizer + corpus repair migration; saturation-gated importance calibration + usage-corrected importance; mega-blob splitting into linked atomic facts.
Autonomous hygiene (close every loop)
Conflicts stamped on recall + auto burn-down; bounded trigger backlog (TTL + over-cap eviction); durable skill outcomes; one run_maintenance_cycle() drives every pass on a host schedule.
Structural query
chain_head() exact chain-head semantics; structural-intent recall hints; list_records surfaced.
Boot sequence
session_digest() one-call briefing; end-of-session auto-capture; trust metadata (age / superseded) on recall hits.
Knowledge graph
Continuous entity backfill + auto_relate co-occurrence edges (graph-lift eval verdict: +2.5% recall on connected data).
Evidence
Runnable, CI-gated harnesses — scaling self-benchmark (precision@scale + latency SLO), graph-lift eval, competitor harness (mem0/Zep/Letta). README claims now cite them.
New schema (additive): namespace_importance_stats, skill_outcomes, artifact_repair_audit. 12 new methods exposed through PyO3. 1591 Rust tests + Python eval suite green; slim (--no-default-features) green.
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