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Changelog.

Everything ships in the open: engine, five SDKs, MCP server, console, and this site. Full detail in the repo changelog ↗.

2026-07-17 · Python v0.4.2

Real semantic embeddings now install with local and MCP modes.

Local installation dependency fixedFixed

The local and mcp extras now install sentence-transformers by default, preventing clean installations from silently using deterministic test-grade embeddings.

Packaging contract testedVerified

Regression tests now require semantic embeddings in the local, mcp, and all extras.

Python 0.4.2 is live on PyPI. Other language SDK versions are unchanged. Python release

2026-07-17 · v0.4.1

Package discovery, integration accuracy, and reproducible evidence.

Registry pages rebuilt around verifiable capabilitiesShipped

Python, TypeScript, and Java package pages now lead with bitemporal recall, deterministic supersession, audit history, and runnable evaluation evidence.

OpenAI Agents SDK example correctedFixed

The integration now uses the official agents import path and documents all four memory tools.

Machine-readable regulated-memory evidenceNew

The preprint repository now includes a versioned JSON Schema and a validated five-invariant Lians live run.

PyPI, Go, Maven Central, and GitHub release artifacts are live at 0.4.1. npm remains on 0.4.0 while registry authorization is repaired. GitHub Release

2026-07-09 · benchmarks

Published reproducible LoCoMo evaluation artifacts.

Scored end-to-end by the unmodified mem0ai/memory-benchmarks harness (gpt-5 answerer + judge) over Lians retrieval · arctic-embed-l-v2.0 + tuned hybrid ranking · full report ↗

2026-07-06 · v0.4.0

The memory-lifecycle release: flush, resurface, decay, degrade, export.

Pre-compaction memory flushNew

Durable facts persist into governed memory before the host framework compacts context, automatic via CompactionGuard, with flush nodes/tools for LangGraph, the OpenAI Agents SDK, CrewAI, and AutoGen.

Signed Markdown memory statementNew

An agent's point-in-time knowledge state as a human-readable document, its SHA-256 anchored in the audit chain, so the statement you hand an examiner is itself tamper-evident.

Open conflicts resurface until adjudicatedNew

Unresolved conflicts ride at the top of every assembled context block as explicit "X disagrees with Y" lines.

Audited degraded retrievalNew

Embedding outages no longer take recall down: queries proceed lexical-only, with the degradation declared on every result and audit event.

Materiality-weighted retrieval decayNew

Retrieval half-life scales with materiality: passing preferences fade in 7 days, critical flags hold for 365.

Live on PyPI, npm, the Go module proxy, and Maven Central; deployed to managed cloud 2026-07-06. GitHub Release ↗

2026-07-03 → 07-04 · v0.3.3–v0.3.4

Install integrity, recall correctness, evidence-backed benchmarks.

Local mode fixed on installed wheels · Unicode-aware BM25 · CONFIRMS / REFINES on the keyed fast path · full crypto-shred in snapshots · live-executed competitor benchmarks and the lookahead-bias demo ↗

2026-07-02 · v0.3.2 + site

Cross-language validation, expanded eval, interactive site.

Regulated eval expanded to five competitors · usage metering API · MCP tool fixes (all 8 validated) · Java SDK connectivity · the interactive explainer and live demos on this site

2026-07-01 · v0.3.1

Tenant isolation hardening + the Governor vocabulary.

Cross-tenant subject-key isolation fix (security) · REFINES supersession relation · vagueness admission filter · scored recall

2026-06-29 · v0.3.0

The production-readiness release.

Five SDKs in lock-step · relationship graph · database-layer information barriers · idempotent writes, RBAC, SIEM streaming · agent memory harness + token-budgeted context endpoint

Watch it evolve in the open.

Star the repo ↗