v0.4.21
vectorize-io/hindsightv0.4.21Mar 30, 2026by github-actions[bot]
Upgrading?
Release notes summary
Expanded integration ecosystem with Strands and AG2, added a comprehensive LiteLLM provider, and introduced delta retain for performance optimization.
Key Highlights
- Added Strands Agents SDK integration
- Introduced LiteLLM provider for Bedrock and 100+ providers
- Added delta retain to skip LLM for unchanged chunks
- Added LlamaIndex integration
New Features
- Strands SDK
- LiteLLM provider
- Delta retain
- Windows native support
- LlamaIndex integration
- AG2 integration
Full Release Notes
## What's Changed * docs: 0.4.20 release blog post and changelog by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/671 * feat: remove hardcoded default models from integrations by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/670 * feat: add Strands Agents SDK integration with Hindsight memory tools by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/659 * Blog: Adding Long-Term Memory to LangGraph and LangChain Agents by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/637 * security: exclude litellm 1.82.8 (supply chain compromise) by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/673 * fix: return metadata in recall responses by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/680 * fix(hermes): use async client methods to prevent event loop deadlock by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/681 * feat(mcp): add strategy parameter to retain tool by @philippop in https://github.com/vectorize-io/hindsight/pull/684 * fix: coerce JSON-string tags to list in MemoryItem and MCP tools by @philippop in https://github.com/vectorize-io/hindsight/pull/682 * feat: add LiteLLM LLM provider for Bedrock and 100+ providers by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/679 * feat(embed): add programmatic UI (control plane) management by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/683 * ci: skip unrelated jobs based on changed paths by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/687 * blog: Your AWS Strands Agent Forgets Everything Between Runs. Here's the Fix. by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/685 * feat(hermes): file-based config + updated docs by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/686 * fix: add setup_hooks.py and hindsight:setup skill for hook registration by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/690 * feat(reflect): make source facts in search_observations configurable by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/688 * feat: add 'none' LLM provider for chunk-only storage mode by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/691 * fix(claude-code): make fcntl import conditional for Windows compatibility by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/694 * fix: control plane UI fixes for recall and data view by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/693 * feat: Windows native support — run Hindsight without Docker by @grimmjoww in https://github.com/vectorize-io/hindsight/pull/699 * fix: include Pydantic v2 fields in ValidationError OpenAPI schema by @mrkhachaturov in https://github.com/vectorize-io/hindsight/pull/697 * docs: add supported platforms and Windows installation guide by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/700 * feat(claude-code): full-session retain with document upsert and configurable tags by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/695 * feat(claude-code): retain tool calls as structured JSON by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/704 * fix: resolve all Dependabot security alerts by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/702 * fix: resolve remaining Dependabot security alerts by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/705 * feat(retain): delta retain — skip LLM for unchanged chunks on upsert by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/701 * docs(claude-code): tidy configuration reference and sync README by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/706 * fix(python-client): async=true silently ignored on retain by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/709 * feat(openclaw): add recallInjectionPosition config to preserve prompt cache by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/710 * docs(python-client): async-first pydoc + low-level API access + missing params by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/711 * feat: add support for volcano LLM providers by @beordie in https://github.com/vectorize-io/hindsight/pull/714 * fix(python-client): expose all configurable fields in update_bank_config() by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/712 * docs: add Volcano Engine as supported LLM provider by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/715 * Teaching the Llama to Remember by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/707 * feat(integrations): Add hindsight-ag2 — persistent memory for AG2 agents by @faridun-ag2 in https://github.com/vectorize-io/hindsight/pull/720 * feat: add audit log for feature usage tracking by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/717 * fix(ag2): code cleanup and CI/release integration by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/721 * docs: add AG2 integration page by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/723 * fix(codex): resolve JSON serialization and logging exception propagation in codex_llm by @Rutimka in https://github.com/vectorize-io/hindsight/pull/724 * fix(migration): use IF EXISTS when dropping chunk FK constraint by @cdbartholomew in https://github.com/vectorize-io/hindsight/pull/725 * fix: silence noisy google_genai.models INFO logging by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/727 * fix(migrations): bypass PgBouncer for advisory locks via MIGRATION_DATABASE_URL by @cdbartholomew in https://github.com/vectorize-io/hindsight/pull/726 * fix(docker): add graceful shutdown handler to prevent pg0 data loss on restart by @kagura-agent in https://github.com/vectorize-io/hindsight/pull/698 * perf(stats): add bank_id to memory_links for direct filtering by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/718 * How We Built a 4-Way Hybrid Search System That Actually Runs in Parallel by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/708 * refactor(embedded): replace UI methods with constructor flags by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/728 * fix(openclaw): add recallTimeoutMs config option for auto-recall by @Rutimka in https://github.com/vectorize-io/hindsight/pull/736 * feat: add max_observations_per_scope bank config by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/729 * fix(claude-code): implement tool_choice support for forced tool calls by @kagura-agent in https://github.com/vectorize-io/hindsight/pull/733 * Fix Codex named tool_choice serialization in reflect by @Sapientropic in https://github.com/vectorize-io/hindsight/pull/734 * fix: parse query params from base_url in OpenAI embeddings client by @akhater in https://github.com/vectorize-io/hindsight/pull/735 * feat(mcp): add filter_mcp_tools hook for per-user tool visibility by @mrkhachaturov in https://github.com/vectorize-io/hindsight/pull/737 * feat(openclaw): configurable logging with structured output by @akhater in https://github.com/vectorize-io/hindsight/pull/739 * fix(codex): don't crash on startup when quota is exhausted (429) by @Rutimka in https://github.com/vectorize-io/hindsight/pull/744 * feat: add LlamaIndex integration by @DK09876 in https://github.com/vectorize-io/hindsight/pull/672 * fix(hermes): sync lifecycle hooks for hermes-agent 0.5.0 by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/741 * feat: add Hindsight memory integration for OpenAI Codex CLI by @benfrank241 in https://github.com/vectorize-io/hindsight/pull/730 * fix(codex): cleanup dead code, add release lifecycle and docs by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/753 * fix(retain): inject retain_mission into verbose extraction mode by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/754 * fix: per-bank index creation respects HINDSIGHT_API_VECTOR_EXTENSION by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/755 * Convert codex tool_choice test to pytest style by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/752 * fix(mcp): handle Claude Code GET probe and make stateless_http configurable by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/757 * feat(api): add duration_ms to audit log entries by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/758 * refactor(llamaindex): merge into single hindsight-llamaindex package by @nicoloboschi in https://github.com/vectorize-io/hindsight/pull/760 ## New Contributors * @philippop made their first contribution in https://github.com/vectorize-io/hindsight/pull/684 * @grimmjoww made their first contribution in https://github.com/vectorize-io/hindsight/pull/699 * @beordie made their first contribution in https://github.com/vectorize-io/hindsight/pull/714 * @faridun-ag2 made their first contribution in https://github.com/vectorize-io/hindsight/pull/720 * @Rutimka made their first contribution in https://github.com/vectorize-io/hindsight/pull/724 * @Sapientropic made their first contribution in https://github.com/vectorize-io/hindsight/pull/734 * @akhater made their first contribution in https://github.com/vectorize-io/hindsight/pull/735 **Full Changelog**: https://github.com/vectorize-io/hindsight/compare/v0.4.20...v0.4.21
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