docs: 0.5.0 release notes, changelog, and blog post (#907)
* docs: add 0.5.0 release notes and changelog * docs: include all commits since v0.4.22 and add recall perf to blog * docs: include all commits since v0.4.22 and add recall perf to blog * docs: add openrouter default model to provider table * docs: reorder blog sections, fix code snippets, remove paperclip * docs: add hermes integration docs link * docs: fix broken anchor in blog post TOC
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hindsight-docs/blog/2026-04-07-version-0-5-0.md
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---
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title: "What's new in Hindsight 0.5.0"
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description: New features and improvements in Hindsight 0.5.0
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authors: [nicoloboschi]
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date: 2026-04-07T12:00
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hide_table_of_contents: true
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---
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Hindsight 0.5.0 introduces the Bank Template Hub for portable configuration, a Constellation graph view in the Control Plane, major retain and recall performance improvements, new LLM providers (llama.cpp, OpenRouter, Google), retain append mode, new framework integrations (AutoGen, OpenCode), and a breaking removal of legacy graph retrieval strategies and the Hermes integration.
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<!-- truncate -->
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- [**Bank Template Hub**](#bank-template-hub): Export and import full bank configurations as reusable manifests.
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- [**Constellation View**](#constellation-view): Interactive entity graph visualization in the Control Plane.
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- [**Performance: Retain and Recall**](#performance-retain-and-recall): 3-phase retain pipeline and capped entity graph expansion for faster queries.
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- [**New LLM Providers**](#new-llm-providers): Built-in llama.cpp for local inference, OpenRouter, and Google embeddings/reranker.
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- [**Retain Append Mode**](#retain-append-mode): Concatenate new content onto existing documents with `update_mode='append'`.
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- [**AutoGen Integration**](#autogen-integration): Persistent memory for AutoGen agents.
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- [**Breaking Changes**](#breaking-changes): BFS/MPFP strategies removed; Hermes integration dropped.
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## Bank Template Hub
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Banks can now be exported as portable template manifests that capture the full configuration — settings, mental models, and directives — in a single JSON document. Import a manifest into any bank to replicate the setup instantly.
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The manifest format captures everything needed to reproduce a bank's behavior:
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```json
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{
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"version": "1",
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"bank": {
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"retain_mission": "Extract customer issues, resolutions, and sentiment.",
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"enable_observations": true,
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"observations_mission": "Track recurring customer pain points."
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},
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"mental_models": [
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{
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"id": "sentiment-overview",
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"name": "Customer Sentiment Overview",
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"source_query": "What is the overall sentiment trend?",
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"trigger": { "refresh_after_consolidation": true }
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}
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],
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"directives": [
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{
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"name": "Acknowledge frustration",
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"content": "Always acknowledge frustration before offering solutions.",
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"priority": 10
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}
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]
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}
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```
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A dry-run mode (`dry_run=True`) validates manifests without applying changes, and a schema endpoint returns the full JSON Schema for tooling integration. Mental models are matched by `id` and directives by `name` — existing entries are updated, new ones are created.
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This is particularly useful for teams standardizing agent configurations or sharing proven bank setups across projects.
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See the [Bank Template Hub documentation](/developer/api/bank-templates) for the full manifest schema and API reference.
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## Constellation View
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The Control Plane now includes an interactive Constellation view that renders memory entity graphs as a zoomable, pannable canvas. Nodes represent entities and their positions are deterministically computed, so the layout is stable across visits.
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Links are color-coded by type — semantic (blue), temporal (teal), entity (amber), causal (purple) — and node color intensity maps to connectivity: brighter nodes have more connections. The view supports dark mode automatically and is built on the `@chenglou/pretext` layout engine for smooth text rendering at any zoom level.
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Click any node to navigate to its entity detail page, or zoom out for a birds-eye view of how memories connect across your bank.
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## Performance: Retain and Recall
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### 3-Phase Retain Pipeline
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The retain pipeline has been restructured into three distinct phases to eliminate database lock contention under concurrent load:
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1. **Pre-resolve** — Entity resolution and semantic ANN search run outside a transaction on read-only connections, preventing slow reads from blocking writes.
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2. **Insert** — Facts, temporal links, semantic links, and causal links are written atomically in a single transaction, ensuring retrieval consistency.
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3. **Post-link** — Entity co-occurrence links (used only for UI visualization) are built after the transaction commits, as a best-effort background step.
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Previously, the entire pipeline ran inside one long transaction, meaning concurrent agents would queue behind each other during the O(bank_size) ANN lookup. The new structure moves all read-heavy work out of the critical write path, resulting in dramatically lower latency when many agents write simultaneously.
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### Capped Entity Graph Expansion
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On large banks, the entity co-occurrence self-join in graph expansion could produce massive intermediate row counts when seed results reference high-fanout entities (e.g. an entity mentioned 25K+ times). This caused recall latency to spike unpredictably.
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The graph expansion query now uses a LATERAL per-entity cap (`graph_per_entity_limit`, default 200), reducing intermediate rows from potentially millions to at most `num_entities × 200`. Results are recency-biased via `ORDER BY unit_id DESC`, which rides the primary key index with no extra sort cost. A timeout fallback (`graph_expansion_timeout`, default 10s) drops entity expansion entirely and falls back to semantic + causal signals if the query still takes too long.
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A new composite index on `(entity_id, unit_id)` in `unit_entities` enables index-only scans for the capped subquery, keeping the expansion fast even on very large banks.
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## New LLM Providers
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### Built-in llama.cpp
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Hindsight now ships with a built-in llama.cpp LLM provider, enabling fully local inference without any external API calls. Set the provider to `llama-cpp` and point it at a GGUF model file:
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```bash
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HINDSIGHT_API_LLM_PROVIDER=llama-cpp
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HINDSIGHT_API_LLM_MODEL=/path/to/model.gguf
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```
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This is ideal for air-gapped environments, development setups, or anywhere you want to avoid external API costs. The provider uses the `llama-cpp-python` bindings and supports all standard Hindsight LLM operations (fact extraction, consolidation, reflect).
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### OpenRouter
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Hindsight now supports [OpenRouter](https://openrouter.ai/) as a provider for LLM, embeddings, and reranking. This gives you access to hundreds of models through a single API key:
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```bash
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HINDSIGHT_API_LLM_PROVIDER=openrouter
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HINDSIGHT_API_LLM_API_KEY=sk-or-...
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HINDSIGHT_API_LLM_MODEL=anthropic/claude-sonnet-4-20250514
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```
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OpenRouter is particularly useful for comparing models or accessing providers that don't have a direct Hindsight integration yet.
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### Google Embeddings and Reranker
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Google is now supported as a provider for embeddings and reranking, complementing the existing Gemini LLM provider support.
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## Retain Append Mode
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A new `update_mode='append'` option for retain lets you concatenate new content onto an existing document instead of replacing it. This is useful for streaming or incremental ingestion scenarios — for example, appending new log entries or conversation turns to an existing document:
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```python
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from hindsight_client import Hindsight
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client = Hindsight(base_url="http://localhost:8888")
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# First retain creates the document
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client.retain(bank_id="my-bank", content="Day 1 notes...", document_id="journal")
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# Subsequent retains append instead of replacing
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client.retain(bank_id="my-bank", content="Day 2 notes...", document_id="journal", update_mode="append")
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```
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The default `update_mode` remains `replace` for backward compatibility.
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## AutoGen Integration
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`hindsight-autogen` provides persistent long-term memory for [AutoGen](https://github.com/microsoft/autogen) agents via three `FunctionTool` wrappers: `hindsight_retain`, `hindsight_recall`, and `hindsight_reflect`.
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```bash
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pip install hindsight-autogen
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```
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```python
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from autogen_agentchat.agents import AssistantAgent
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from autogen_ext.models.openai import OpenAIChatCompletionClient
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from hindsight_client import Hindsight
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from hindsight_autogen import create_hindsight_tools
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client = Hindsight(base_url="http://localhost:8888")
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await client.acreate_bank(bank_id="user-123")
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model_client = OpenAIChatCompletionClient(model="gpt-4o")
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tools = create_hindsight_tools(client=client, bank_id="user-123")
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agent = AssistantAgent(
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name="assistant",
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model_client=model_client,
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tools=tools,
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)
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await agent.run(task="Remember that I prefer dark mode")
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await agent.run(task="What are my UI preferences?")
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```
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The integration supports memory scoping via tags, fact type filtering, custom metadata, and selective tool inclusion. Use `configure()` to set global defaults like budget, max tokens, and tag filters.
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See the [AutoGen integration documentation](/sdks/integrations/autogen) for the full API reference.
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## Breaking Changes
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### Graph Retrieval Simplification
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The BFS (breadth-first spreading activation) and MPFP (multi-path fact propagation) graph retrieval strategies have been removed. `LinkExpansionRetriever` is now the sole graph retrieval algorithm.
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LinkExpansionRetriever operates on three precomputed, first-class signals — entity links, semantic kNN links, and causal links — without iterative graph walks or fan-out caps. It is simpler to maintain, faster at query time, and empirically more accurate in our benchmarks.
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**Migration:** If you were explicitly selecting BFS or MPFP via configuration, remove that setting. The default has been LinkExpansionRetriever since 0.4.x, so most deployments require no changes.
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### Hermes Integration Dropped
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The `hindsight-hermes` integration package has been removed. Hermes Agent now ships with a native Hindsight memory provider built into the framework itself, making the external integration package unnecessary. See the [Hermes integration documentation](/sdks/integrations/hermes) for setup instructions with the native provider.
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## Other Updates
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**Features**
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- Added OpenCode persistent memory plugin for the OpenCode editor.
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- Helm chart now supports persistent volumes for local model cache.
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- MCP server adds a `sync_retain` tool and validates UUID inputs.
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- OpenClaw now supports `bankId` for static bank configurations.
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- Recall combined scoring includes `proof_count` boost for better ranking.
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- Fact serialization in think-prompt now includes `occurred_end` and `mentioned_at` for richer temporal context.
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**Improvements**
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- Consolidation observation quality improved with structured processing rules for better synthesis.
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- OpenClaw gains a JSONL-backed retain queue that buffers retain calls locally when the external API is unreachable, preventing data loss during outages.
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- LiteLLM SDK embeddings `encoding_format` is now configurable instead of hardcoded.
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**Bug Fixes**
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- Fixed out-of-range `content_index` crash in recall result mapping.
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- Experience fact types are now preserved correctly during normalization instead of being silently reclassified.
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- `clear memories` endpoint no longer deletes the bank profile along with the memories.
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- Embedding daemon clears stale processes on the port before starting, preventing startup failures.
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- Per-bank vector index migration now respects the configured vector extension.
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- Timeline group sort uses numeric date comparison instead of locale string comparison.
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- MCP server auto-coerces string-encoded JSON in tool arguments.
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- Entity labels structure validated on PATCH to prevent invalid configurations.
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- Fixed `bank_id` metric label to be opt-in, preventing OTel memory leak.
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- Fixed `max_tokens` handling for OpenAI-compatible endpoints with custom base URLs.
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- Query analyzer handles dateparser internal crashes gracefully.
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- Windows compatibility fix for hindsight-embed.
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- Addressed critical and high severity security vulnerabilities in dependencies.
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## Feedback and Community
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**Note:** Hindsight 0.5.0 contains breaking changes (BFS/MPFP removal, Hermes integration dropped). If you were using the default graph retrieval strategy, no action is needed. If you were using `hindsight-hermes`, switch to the native Hermes memory provider.
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Share your feedback:
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- [GitHub Discussions](https://github.com/vectorize-io/hindsight/discussions)
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- [GitHub Issues](https://github.com/vectorize-io/hindsight/issues)
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For detailed changes, see the [full changelog](/changelog).
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@ -94,6 +94,7 @@ Each provider has a recommended default model that's used when `HINDSIGHT_API_LL
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| `claude-code` | `claude-sonnet-4-5-20250929` |
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| `claude-code` | `claude-sonnet-4-5-20250929` |
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| `bedrock` | `us.amazon.nova-2-lite-v1:0` |
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| `bedrock` | `us.amazon.nova-2-lite-v1:0` |
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| `volcano` | `doubao-pro-32k` |
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| `volcano` | `doubao-pro-32k` |
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| `openrouter` | `qwen/qwen3.5-9b` |
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| `litellm` | `gpt-4o-mini` |
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| `litellm` | `gpt-4o-mini` |
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**Example:** Setting just the provider uses its default model:
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**Example:** Setting just the provider uses its default model:
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@ -6,6 +6,58 @@ import PageHero from '@site/src/components/PageHero';
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<PageHero title="Changelog" subtitle="User-facing changes only. Internal maintenance and infrastructure updates are omitted." />
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<PageHero title="Changelog" subtitle="User-facing changes only. Internal maintenance and infrastructure updates are omitted." />
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## [0.5.0](https://github.com/vectorize-io/hindsight/releases/tag/v0.5.0)
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**Breaking Changes**
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- Removed BFS and MPFP graph retrieval strategies. LinkExpansionRetriever is now the sole graph retrieval algorithm, offering simpler, faster, and more accurate results. ([`ea834bc7`](https://github.com/vectorize-io/hindsight/commit/ea834bc7))
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- Dropped the `hindsight-hermes` integration package. ([`cf0537ba`](https://github.com/vectorize-io/hindsight/commit/cf0537ba))
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**Features**
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- Built-in llama.cpp LLM provider for fully local inference without external API calls. ([`f74b577e`](https://github.com/vectorize-io/hindsight/commit/f74b577e))
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- Retain `update_mode='append'` for concatenating new content onto an existing document instead of replacing it. ([`3c633e5e`](https://github.com/vectorize-io/hindsight/commit/3c633e5e))
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- OpenRouter support for LLM, embeddings, and reranking. ([`e5944b63`](https://github.com/vectorize-io/hindsight/commit/e5944b63))
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- Bank template import/export with Template Hub — export a bank's configuration, mental models, and directives as a reusable manifest, then import into other banks. ([`30a319a6`](https://github.com/vectorize-io/hindsight/commit/30a319a6))
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- Constellation view in the Control Plane — interactive, zoomable canvas visualization of entity relationship graphs with heat-gradient coloring and dark mode support. ([`36783df3`](https://github.com/vectorize-io/hindsight/commit/36783df3))
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- Added `detail` parameter to list/get mental model endpoints for controlling response verbosity. ([`8d1bfbbd`](https://github.com/vectorize-io/hindsight/commit/8d1bfbbd))
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- Added AutoGen integration (`hindsight-autogen`) for persistent long-term memory in AutoGen agents. ([`a757765a`](https://github.com/vectorize-io/hindsight/commit/a757765a))
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- Added Paperclip integration (`@vectorize-io/hindsight-paperclip`) with Express middleware and process adapter modes for stateless agent memory. ([`81441ee9`](https://github.com/vectorize-io/hindsight/commit/81441ee9))
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- Added OpenCode persistent memory plugin for the OpenCode editor. ([`e1c6220f`](https://github.com/vectorize-io/hindsight/commit/e1c6220f))
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- OpenClaw JSONL-backed retain queue for external API resilience — buffers retain calls locally when the API is unreachable. ([`087545cc`](https://github.com/vectorize-io/hindsight/commit/087545cc))
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- OpenClaw now supports `bankId` for static bank configurations. ([`0e81d1a2`](https://github.com/vectorize-io/hindsight/commit/0e81d1a2))
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- Added Google embeddings and reranker provider support. ([`07de798c`](https://github.com/vectorize-io/hindsight/commit/07de798c))
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- Added persistent volume support in Helm chart for local model cache. ([`cefa7554`](https://github.com/vectorize-io/hindsight/commit/cefa7554))
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- MCP server now includes a `sync_retain` tool and validates UUID inputs. ([`48185a4b`](https://github.com/vectorize-io/hindsight/commit/48185a4b))
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- Recall combined scoring now includes `proof_count` boost for better ranking. ([`26794aab`](https://github.com/vectorize-io/hindsight/commit/26794aab))
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**Improvements**
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- 3-phase retain pipeline restructures memory ingestion into pre-resolve, insert, and post-link phases, dramatically improving throughput under concurrent load by removing slow reads from write transactions. ([`914ba796`](https://github.com/vectorize-io/hindsight/commit/914ba796))
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- Recall entity graph expansion now caps per-entity fanout and includes a timeout fallback, preventing slow queries on banks with high-fanout entities. ([`57f15445`](https://github.com/vectorize-io/hindsight/commit/57f15445))
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- Fact serialization in think-prompt now includes `occurred_end` and `mentioned_at` for richer temporal context. ([`37348c85`](https://github.com/vectorize-io/hindsight/commit/37348c85))
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- Consolidation observation quality improved with structured processing rules. ([`6f173b10`](https://github.com/vectorize-io/hindsight/commit/6f173b10))
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**Bug Fixes**
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- LiteLLM SDK embeddings `encoding_format` is now configurable instead of hardcoded. ([`cece2c90`](https://github.com/vectorize-io/hindsight/commit/cece2c90))
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- Fixed out-of-range `content_index` crash in recall result mapping. ([`9790d904`](https://github.com/vectorize-io/hindsight/commit/9790d904))
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- Experience fact types are now preserved correctly during normalization. ([`9cfdd464`](https://github.com/vectorize-io/hindsight/commit/9cfdd464))
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- Clear memories endpoint no longer deletes the bank profile. ([`26a64cc0`](https://github.com/vectorize-io/hindsight/commit/26a64cc0))
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- Embedding daemon clears stale processes on the port before starting. ([`7d6c570a`](https://github.com/vectorize-io/hindsight/commit/7d6c570a))
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||||||
|
- Per-bank vector index migration now respects vector extension configuration. ([`4fd7c5d1`](https://github.com/vectorize-io/hindsight/commit/4fd7c5d1))
|
||||||
|
- Timeline group sort uses numeric date comparison instead of locale string comparison. ([`f3f2c6b0`](https://github.com/vectorize-io/hindsight/commit/f3f2c6b0))
|
||||||
|
- Resolved 25 test regressions from the streaming retain pipeline. ([`7415ebff`](https://github.com/vectorize-io/hindsight/commit/7415ebff))
|
||||||
|
- MCP server now auto-coerces string-encoded JSON in tool arguments. ([`443c94c8`](https://github.com/vectorize-io/hindsight/commit/443c94c8))
|
||||||
|
- Entity labels structure is now validated on PATCH to prevent invalid configurations. ([`7e23f8e1`](https://github.com/vectorize-io/hindsight/commit/7e23f8e1))
|
||||||
|
- Fixed `bank_id` metric label to be opt-in, preventing OTel memory leak. ([`cf4bd598`](https://github.com/vectorize-io/hindsight/commit/cf4bd598))
|
||||||
|
- Fixed `max_tokens` handling for OpenAI-compatible endpoints with custom base URLs. ([`cd99eef4`](https://github.com/vectorize-io/hindsight/commit/cd99eef4))
|
||||||
|
- Fixed `event_date` AttributeError when date is None in fact extraction. ([`6cb309f7`](https://github.com/vectorize-io/hindsight/commit/6cb309f7))
|
||||||
|
- Query analyzer now handles dateparser internal crashes gracefully. ([`e0e65c44`](https://github.com/vectorize-io/hindsight/commit/e0e65c44))
|
||||||
|
- Embedding profile `.env` overwrite skipped when config has no Hindsight keys. ([`9e2890ba`](https://github.com/vectorize-io/hindsight/commit/9e2890ba))
|
||||||
|
- Windows compatibility fix for hindsight-embed. ([`f9fe6953`](https://github.com/vectorize-io/hindsight/commit/f9fe6953))
|
||||||
|
- Addressed critical and high severity security vulnerabilities in dependencies. ([`ee4510a7`](https://github.com/vectorize-io/hindsight/commit/ee4510a7))
|
||||||
|
|
||||||
## [0.4.22](https://github.com/vectorize-io/hindsight/releases/tag/v0.4.22)
|
## [0.4.22](https://github.com/vectorize-io/hindsight/releases/tag/v0.4.22)
|
||||||
|
|
||||||
**Features**
|
**Features**
|
||||||
|
|
|
||||||
Loading…
Reference in a new issue