v0.16.0

0.16.0 (2026-06-26)

Features

• api: add admin backup endpoint (#162) (8b1f264)
• api: support bulk memory associations (1221e36)
• api: support bulk memory associations (#198) (28eb916)
• benchmarks: LongMemEval failure-mode diagnosis harness + judge quota preflight (#183) (f99bece)
• consolidation: expose cluster threshold and min size as env vars (#163) (7e731f3)
• enrichment: expose classification fallback-rate metrics in /enrichment/status (#188) (0b522a9)
• entity: harden identity cleanup and repair tooling (#176) (827dfbc)
• eval: recall-quality optimization harness — lab foundation + design (#197) (431433e)
• graph: support unbounded visualizer snapshots (#141) (c730128)
• lab: add aged labelled distractor injection (cc5d546)
• lab: add config_complexity simplicity metric (dfb10d9)
• lab: add distractor_rate_at_k precision guardrail metric (872eab2)
• lab: add lab_corpus with parameterized recall (5e1e071)
• lab: add pick_winner scorecard decision rule (3187eac)
• lab: add real consolidation pass helper (48a7d4a)
• lab: isolate production clone restores (#171) (aef90c0)
• lab: wire scorecard, distractors, recall params, consolidation into runner (589ec30)
• recall: add metadata sidecar search (#177) (4e7956e)
• recall: add state_mode=current|history recall alias (#173) (b1df86c)
• recall: cap tag-score denominator to fix query-length bias (#193) (cefa516)
• recall: date-aware ranking + latest-fact selection (#158, #159) (#187) (a6ed945)
• recall: make recency decay window and curve configurable (#182) (dbb933f)
• recall: ranking release — recency config, tag-score cap, relevance gate, date-aware ranking (#182, #193, #186, #187, #183, #184, #188) (#194) (337fe98)
• scripts: safer reclassify_with_llm.py with provider flags + tighter prompt (#164) (a742602)

Bug Fixes

• api: address copilot review on PR #198 (0466a1e)
• api: handle grouped association write failures (cd93df9)
• backup: make backup_automem.py runnable as python scripts/backup_automem.py (#175) (edd9742)
• benchmarks: add publication verification bundle (#166) (420d721)
• consolidation: skip eager first tick at startup to avoid FalkorDB load race (#165) (1b812cf)
• docs: keep dispatch payload arrays stable (df6e9e8)
• embedding: fall back to per-item real embeddings before placeholders in batch path (#189) (6e9c62c)
• entity: restore person-shape exemption on the slug validation path (#179) (5e29960)
• entity: stop validator over-rejecting real people, code tools, and event categories (#178) (193b730)
• lab: address copilot review on PR #197 (45f80d6)
• lab: align scorecard key contract (build_scorecard -> pick_winner) (7d91530)
• mcp-sse: decouple /health liveness from upstream readiness (#151) (5bcfb8b)
• mcp: cap association failure summary (ea4e08f)
• mcp: surface stored metadata and updated_at in detailed recall format (#184) (230416e)
• recall: address copilot review on PR #194 (50b1647)
• recall: canonicalize / and : separators in context_tag matching (3afd9d3)
• recall: canonicalize / and : separators in context_tag matching (#203) (ba5e9ff)
• recall: gate query-independent scoring on topical evidence within tag scope (#130) (#186) (c11b594)
• recall: hydrate semantic recall summaries (#192) (76e845d)
• recall: normalize graph keyword scores into the 0-1 component range (#191) (3653ddf)
• recall: respect current memory state (#170) (ed36b98), closes #169 #158 #159
• scripts: add sys.path guard to reembed_embeddings.py (d333cf0)

Documentation

• add scripts catalog, recall-quality-lab guide, and 0.16.0 migrations (f20c664)
• bench: log full judged 500q LongMemEval ship-config run with churn attribution (41bf8d0)
• eval: Plan A — lab metric foundation (TDD, 9 tasks) (0087dda)
• eval: Plan B — parallel matrix harness (TDD, 9 tasks) (c8ddfb2)
• evals: mark Memora/FAMA/WRIT lifecycle diagnostics as diagnostic-only (#174) (e8a3285)
• eval: spec for recall-quality optimization harness (b1a1995)
• fix stale claims and document gated flags for 0.16.0 (b152d64)
• note develop-branch contribution policy in README (ccf02dd)
• positioning: add scout reference (#168) (922d23b)
• refresh benchmark currency for the neutral AMB run and prune stale archive docs (3ff95bd)
• refresh benchmark currency for the neutral AMB run and prune stale archive docs (#204) (89c30e0)
• refresh README and benchmark guidance (#157) (bba31cc)
• runtime: align Docker viewer paths and setup guidance (#155) (bbda79b)
• scripts catalog, recall quality lab guide, and 0.16.0 migration runbook (#199) (f190ae5)