Commit graph

214 commits

Author SHA1 Message Date
Nicolò Boschi
ea834bc7dc
breaking: remove BFS and MPFP graph retrieval strategies (#767)
Remove the BFS spreading activation and MPFP (Multi-Path Fact Propagation)
graph retrieval strategies, leaving link_expansion as the sole graph
retrieval algorithm. Rename MPFPTimings to GraphRetrievalTimings and
mpfp_timings field to graph_timings since the timing struct is used by
LinkExpansionRetriever.

Deleted:
- hindsight-api-slim/hindsight_api/engine/search/mpfp_retrieval.py
- hindsight-api-slim/tests/test_mpfp_retrieval.py

Removed config: HINDSIGHT_API_MPFP_TOP_K_NEIGHBORS
2026-04-01 12:44:40 +02:00
Nicolò Boschi
baf5447de2
refactor: replace LLMProvider classmethods with from_env() and document missing config fields (#816)
CI failures are unrelated to this PR:
- test_mental_models_dimension_change_empty_table: database OID error (infrastructure flake)
- test_reflect_searches_mental_models_when_available: LLM-dependent assertion (flaky)
2026-03-31 18:00:41 +02:00
Amin Bolakhrif
f841bcb92d
feat: add optional LiteLLM SDK embedding output dimensions (#809)
* feat: add optional LiteLLM SDK embedding output dimensions

Allow configuring an optional output dimension for litellm-sdk embeddings and pass it through only when set, while preserving default behavior.

Made-with: Cursor

* test: assert wrapped init error for invalid dimensions

Add a LiteLLM SDK embeddings test that verifies invalid OpenAI dimensions fail during initialize() and preserve provider error details in the wrapped RuntimeError.

Made-with: Cursor
2026-03-31 14:58:02 +02:00
Chris Bartholomew
45ffc7fe90
SEO: add title and description to all integration pages (#787)
* SEO: add title and description to all integration pages

All 17 integration docs pages were missing title and description
frontmatter, causing Docusaurus to generate unhelpful titles like
"OpenClaw | Hindsight" and pull body text as meta descriptions.

- Add keyword-rich title and description frontmatter to all integration
  pages in both docs/ (current) and versioned_docs/version-0.4/
- Add scripts/check-integration-seo.mjs to enforce title + description
  on all future integration pages
- Wire the check into the build script so it runs locally and in CI

* Fix missing frontmatter on docs/sdks/integrations/openclaw.md

* Regenerate docs skill after integration page SEO updates
2026-03-30 17:53:43 -04:00
DK09876
d93dfea8ce
fix(llamaindex): document_id, memory API, and ReAct trace fixes (#777)
* fix(llamaindex): use uuid for document_id and sync version metadata

- Replace timestamp-based document_id with uuid4 hex to prevent
  collisions on rapid retains (timestamp_ms can duplicate in tight loops)
- Sync __version__ in __init__.py to match pyproject.toml (0.1.2)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix(docs): pass memory to run() instead of ReActAgent constructor

LlamaIndex 0.14.x ReActAgent does not accept a memory parameter in
its constructor — it's silently dropped via **kwargs. Memory must be
passed to agent.run(memory=...) where AgentWorkflow picks it up.

Also fixes the undefined `tools` variable (now `tools=[]`).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix(llamaindex): strip ReAct reasoning traces from retained assistant messages

HindsightMemory.put/aput now extracts only the final Answer: text from
assistant messages containing ReAct reasoning (Thought:/Action:/Observation:
prefixes), preventing internal reasoning traces from polluting long-term memory.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix(llamaindex): fix docstring example to pass memory to run()

The HindsightMemory class docstring showed the broken pattern of passing
memory= to the ReActAgent constructor, which silently drops it. Updated
to show the correct pattern: pass memory to agent.run().

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-30 18:33:03 +02:00
Nicolò Boschi
e5209b18b3
docs: add RERANKER_ZEROENTROPY_BASE_URL to configuration page (#779)
Document the new configurable base URL for the ZeroEntropy reranker
provider added in #766. Also fix a type error where RERANK_URL was
renamed to rerank_url but one usage was missed.
2026-03-30 17:51:04 +02:00
DK09876
7af01e35e9
fix(docs): use tools=[] in BaseMemory example (#772)
The automatic memory example referenced an undefined `tools` variable.
Since HindsightMemory handles retain/recall transparently, no tools
are needed — use an empty list.

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-30 16:56:22 +02:00
Nicolò Boschi
56489a58d1
refactor(llamaindex): merge into single hindsight-llamaindex package (#760)
* refactor(llamaindex): merge two packages into single hindsight-llamaindex

Merge `llama-index-tools-hindsight` and `llama-index-memory-hindsight` into
a single `hindsight-llamaindex` package following our naming convention.

- Rename package to `hindsight-llamaindex` (Python module: `hindsight_llamaindex`)
- Move HindsightToolSpec and HindsightMemory into the same package
- Delete `llamaindex-memory/` directory
- Add CI test job for llamaindex integration
- Update docs, blog post, and integrations.json

* fix(blog): update llamaindex blog post for merged package

- Move date to 2026-03-30
- Add HindsightMemory (automatic BaseMemory) pattern
- Fix "bank must exist first" pitfall — mission auto-creates
- Align all code examples with docs page
- Update architecture diagram to show both patterns

* fix(docs): add llamaindex/openai icons, rename Codex

- Add llamaindex.png and openai.png icons
- Rename "OpenAI Codex CLI" to "Codex" in integrations.json and docs
- Use openai.png icon for Codex integration
2026-03-30 14:30:48 +02:00
Nicolò Boschi
d8050387e4
fix(mcp): handle Claude Code GET probe and make stateless_http configurable (#757)
* fix(mcp): handle Claude Code GET probe and make stateless_http configurable (#751)

Claude Code v2.1.84+ sends a GET to /mcp/ before POST initialize,
which fails with 405 (stateless) or 400 (stateful). Intercept
sessionless GET requests in MCPMiddleware and return 200 OK so the
client proceeds to POST initialize.

Also make stateless_http configurable via HINDSIGHT_API_MCP_STATELESS
(default: false/stateful) instead of hardcoding true.

Closes #751

* docs: add HINDSIGHT_API_MCP_STATELESS to configuration reference
2026-03-30 12:15:06 +02:00
Nicolò Boschi
ecf16ea1e6
fix(codex): cleanup dead code, add release lifecycle and docs (#753)
* fix(codex): cleanup dead code and add to release lifecycle

- Remove orphaned reflect() method from client.py (leftover from dropped auto-mode)
- Remove dead retainToolCalls config default (never wired through)
- Add codex to release-integration.sh valid integrations
- Add settings.json version fallback to release script
- Add codex CI test job in test.yml
- Add codex to integrations.json registry

* docs(codex): add changelog page and link from integration docs

* feat(codex): add hosted installer script (get-codex)

Add self-contained installer at hindsight.vectorize.io/get-codex that
downloads scripts from GitHub, configures hooks, and supports local/cloud
mode selection — no git clone required.

Update docs and README to use the one-liner install:
  curl -fsSL https://hindsight.vectorize.io/get-codex | bash

* chore(codex): remove install.sh in favor of hosted get-codex

* fix(docs): use /next/ prefix for codex changelog link

* fix(docs): use GitHub link for codex changelog back-link
2026-03-30 11:34:43 +02:00
Ben
0b17a67c70
feat: add Hindsight memory integration for OpenAI Codex CLI (#730)
* feat(codex): add Hindsight memory integration for OpenAI Codex CLI

Hooks-based integration that gives Codex CLI long-term memory via Hindsight.
Three hooks keep memory in sync: SessionStart (daemon pre-warm), UserPromptSubmit
(recall + context injection), Stop (retain conversation to memory).

Key differences from the Claude Code integration:
- Codex transcript format: JSONL with {msg: {type, message}} (user_message/agent_message)
- No CODEX_PLUGIN_ROOT env var — install.sh writes hooks.json with absolute paths
- State stored in ~/.hindsight/codex/state/ (not CLAUDE_PLUGIN_DATA)
- No async: true in hooks (not supported by Codex)
- No SessionEnd event
- hooks.json written to ~/.codex/hooks.json with codex_hooks = true in config.toml

* fix(codex): fix transcript parser for actual Codex disk format

Codex stores sessions as rollout-*.jsonl with response_item entries:
  User:      {type:response_item, payload:{type:message, role:user, content:[{type:input_text, text:...}]}}
  Assistant: {type:response_item, payload:{type:message, role:assistant, phase:final_answer, content:[{type:output_text, text:...}]}}

Previous parser expected an undocumented {msg:{type:user_message}} format from the Rust protocol spec
that does not match the actual on-disk storage format.

* feat(codex): add reflect mode to UserPromptSubmit hook

Add recallMode config option (default: 'recall') that switches the
UserPromptSubmit hook between:
- 'recall': existing behavior, fast raw facts list
- 'reflect': agentic synthesis loop, returns coherent prose answer

Also adds reflect() method to HindsightClient and HINDSIGHT_RECALL_MODE
env var override. Reflect uses a 25s timeout (vs 10s for recall).

* feat(codex): auto mode for recall/reflect selection

Add recallMode: 'auto' (new default) that picks the operation per-query:
- Synthesis patterns (what do you know, what's my, summarize, etc.) → reflect
- All other prompts → recall (fast, raw facts, better for code tasks)

* feat(codex): add automated test suite and finalize recall-only mode

* docs(codex): add docs page and sidebar entry for Codex CLI integration
2026-03-30 10:51:53 +02:00
DK09876
2d787c4ffd
feat: add LlamaIndex integration (#672)
* feat: add LlamaIndex integration for Hindsight

Add hindsight-llamaindex package providing persistent memory tools for
LlamaIndex agents via the native BaseToolSpec pattern. Includes retain,
recall, and reflect tools, a convenience factory, global config, full
test suite, docs page, blog post, and integrations.json entry.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address PR review feedback for llamaindex integration

- Fix ReActAgent API: from_tools() → constructor, chat() → await run()
- Add create_bank step to all quickstart examples
- Add production patterns section to docs (tags, error handling, bank lifecycle)
- Add memory scoping recommendation to README
- Add when-not-to-use section to blog post
- Add LlamaIndex compatibility tests (agent acceptance, FunctionTool.call)
- Fix self-hosted auth wording in cookbook notebook

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: use async client methods and asyncio.run() for runnable examples

- Use await client.acreate_bank() instead of sync create_bank() to
  avoid "event loop already running" errors in notebooks and async contexts
- Wrap plain Python examples in async def main() + asyncio.run(main())
  so they are copy-paste runnable as scripts
- Add Jupyter notebook tip to docs showing top-level await pattern
- Bank lifecycle example in docs now uses async acreate_bank

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: add async tool methods to avoid event loop conflicts

HindsightToolSpec now provides both sync and async tool implementations
using LlamaIndex's (sync_fn, async_fn) tuple pattern in spec_functions.
Async agents (ReActAgent, etc.) use aretain/arecall/areflect natively,
avoiding the "Timeout context manager should be used inside a task"
error that occurred when sync _run_async() was called from within an
active event loop.

- Add aretain_memory, arecall_memory, areflect_on_memory async methods
- Extract shared kwargs builders (_retain_kwargs, _recall_kwargs, etc.)
- spec_functions now uses tuples: [("retain_memory", "aretain_memory"), ...]
- Tests verify tools have both sync fn and async fn set
- Notebook verified end-to-end with nbclient against local Hindsight

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove blog post from integration PR

The blog post will be pulled in separately from its own PR.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Address PR review: add context label, document_id auto-gen, bank mission, graceful errors

- Add `retain_context` param (default: "llamaindex") as source label on retain ops
- Auto-generate `document_id` as `{session_id}-{timestamp_ms}` when not provided
- Add `retain_async` param (default: True) for non-blocking retain processing
- Add `mission` param for automatic bank creation/management on first use
- Change error handling from raising HindsightError to graceful log + return message
- Add per-operation timeout constants in _client.py
- Add `context` and `mission` fields to config.py and configure()
- Update docs: document as standalone package (not LlamaHub), new params, patterns
- Tests: 51 passing (up from 34), covering all new features

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* Restructure to LlamaIndex namespace packages + add BaseMemory implementation

Tools package (llama-index-tools-hindsight):
- Restructured from hindsight_llamaindex/ to llama_index/tools/hindsight/
- Import: from llama_index.tools.hindsight import HindsightToolSpec
- Follows PEP 420 implicit namespace package convention
- Removed retain_async param (client.retain() doesn't support async_processing)

Memory package (llama-index-memory-hindsight):
- New package: llama_index/memory/hindsight/
- HindsightMemory(BaseMemory) for automatic memory
- put() auto-retains user/assistant messages to Hindsight
- get(input) auto-recalls relevant memories, prepends as system message
- Graceful error handling, bank mission management, document_id generation
- 28 unit tests passing

Both packages follow LlamaIndex community conventions for future LlamaHub submission.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-30 10:43:35 +02:00
Nicolò Boschi
b32767caa8
feat: add max_observations_per_scope bank config (#729)
* feat: add max_observations_per_scope bank config

Adds a configurable limit on the number of observations per tag scope.
When the limit is reached, consolidation only updates/deletes existing
observations — no new ones are created. Enforcement is done via a
constrained Pydantic response model (max_length on creates list) so the
LLM structurally cannot exceed the limit, plus prompt guidance.

- Config: HINDSIGHT_API_MAX_OBSERVATIONS_PER_SCOPE (-1 = unlimited)
- Reorder action execution: deletes → updates → creates
- Dynamic _ConsolidationBatchResponse with max_length constraint
- Prompt CAPACITY CONSTRAINT section when near/at limit
- Observations with no tags skip the limit entirely
- Control plane UI field + docs

* fix: strengthen max_observations tests with mock LLM + defensive truncation

- Rewrite integration tests to use MockLLM with deterministic responses
  (one observation per fact) instead of relying on real LLM behavior
- Add defensive truncation in _consolidate_batch_with_llm as belt-and-
  suspenders — catches LLM providers that ignore JSON schema max_length
- Tests now assert exact counts, not just upper bounds
2026-03-30 10:29:56 +02:00
Chris Bartholomew
dffb87080f
fix(migrations): bypass PgBouncer for advisory locks via MIGRATION_DATABASE_URL (#726)
* fix(migrations): use HINDSIGHT_API_MIGRATION_DATABASE_URL when set

Session-level advisory locks are broken when the database URL goes
through PgBouncer in transaction mode: the backend connection is
returned to the pool on COMMIT, orphaning the lock, so multiple pods
can simultaneously run migrations for the same schema.

When HINDSIGHT_API_MIGRATION_DATABASE_URL is set, use it for both
the advisory lock connection and the Alembic run.  Callers should
point this at the direct PostgreSQL endpoint (bypassing the pooler)
so the session-level lock is held for the full migration duration.

* refactor(migrations): move MIGRATION_DATABASE_URL to standard config

Wire HINDSIGHT_API_MIGRATION_DATABASE_URL through HindsightConfig
instead of reading os.getenv() directly in migrations.py. Add the
field to the dataclass, from_env(), log_config(), all call sites,
.env.example, and the configuration docs page.

* fix: update test mocks for migration_database_url kwarg and regenerate docs skill

---------

Co-authored-by: Nicolò Boschi <boschi1997@gmail.com>
2026-03-27 16:01:38 +01:00
Nicolò Boschi
3c78b717b0
docs: add AG2 integration page (#723)
- Add AG2 integration doc with quick start, configuration, GroupChat example, and API reference
- Add to sidebar, versioned sidebar, and integrations hub
- Add AG2 icon
2026-03-27 10:58:42 +01:00
Nicolò Boschi
02b0f7799d
docs: add Volcano Engine as supported LLM provider (#715)
* docs: add Volcano Engine as supported LLM provider

Follow-up to #714. Add Volcano Engine (ByteDance) to the documentation:
- LLM providers grid component
- Provider list in configuration docs
- Provider example with base URL and default model
- Default model table in models page

* chore: regenerate docs skill references
2026-03-26 18:21:34 +01:00
Nicolò Boschi
200bab233e
feat(openclaw): add recallInjectionPosition config to preserve prompt cache (#710)
* feat(openclaw): add recallInjectionPosition config to preserve prompt cache

Add configurable injection position for recalled memories to avoid
breaking prefix-based prompt caching (Anthropic/Google) when agents
have large static system prompts.

Options: 'prepend' (default, current behavior), 'append' (end of
system prompt, preserves cache), 'user' (before user message).

Closes #703

* docs(openclaw): document all plugin config flags

Add missing config options to the OpenClaw docs: recallTopK,
recallTypes, recallContextTurns, recallMaxQueryChars,
recallPromptPreamble, recallInjectionPosition, recallRoles,
retainEveryNTurns, retainOverlapTurns, and debug.
2026-03-26 16:09:25 +01:00
Nicolò Boschi
91397190c0
docs(claude-code): tidy configuration reference and sync README (#706)
* docs(claude-code): tidy configuration reference and sync README

Add missing settings (retainMode, retainToolCalls, retainTags,
retainMetadata, embedPackagePath, llmApiKeyEnv, agentName, and
several recall options) that existed in code but not in docs.
Restructure config tables with prose introductions, clearer
descriptions, and consistent layout across both files.

* refactor(claude-code): remove recallTopK setting

Unused client-side cap — Hindsight server already controls result
count via recallBudget and recallMaxTokens.
2026-03-26 14:07:35 +01:00
Nicolò Boschi
349c112c61
docs: add supported platforms and Windows installation guide (#700)
* docs: add supported platforms section and Windows installation guide

Adds a platform compatibility table (Linux, macOS, Windows) and a
dedicated Windows setup section with step-by-step instructions for
installing PostgreSQL + pgvector and running Hindsight natively.
Follows up on #699 which added Windows native support.

Also fixes a ty type-check error in metrics.py for the conditional
resource module import.

* chore: sync generated clients and lock file after #699

Regenerate client SDKs to pick up ValidationError model changes
and update uv.lock with platform-specific uvloop/winloop deps.

* docs: update Windows section — pg0 now supports Windows

pg0 v0.12.0 added Windows support, so embedded DB works everywhere.
Restructure Windows section to show simple install-and-run first,
with external PostgreSQL as an optional alternative.

* chore: sync generated docs skill and openapi references
2026-03-26 12:01:30 +01:00
Nicolò Boschi
9e5a066d26
feat: add 'none' LLM provider for chunk-only storage mode (#691)
Adds a proper 'none' provider option so users can run Hindsight as a
chunk store with semantic search but without any LLM dependency, replacing
the hacky workaround of setting provider to 'mock'.

When HINDSIGHT_API_LLM_PROVIDER=none:
- Retain automatically uses chunks mode (no fact extraction)
- Recall works normally (semantic search, BM25, graph retrieval)
- Reflect returns HTTP 400 with clear error message
- Consolidation/observations are disabled
- Mental model refresh returns HTTP 400
- No API key required
2026-03-25 18:01:20 +01:00
Nicolò Boschi
5095d5e36f
feat(reflect): make source facts in search_observations configurable (#688)
* feat(reflect): make source facts in search_observations configurable

The recent fix (#669) hardcoded include_source_facts=False in
search_observations to prevent context overflow. This makes it
configurable via HINDSIGHT_API_REFLECT_SOURCE_FACTS_MAX_TOKENS
(env/tenant/bank), defaulting to -1 (disabled).

- -1: source facts disabled (current behavior, default)
- 0: source facts enabled with no token limit
- >0: source facts enabled with a token budget

* docs: add reflect_source_facts_max_tokens to configuration reference

* fix: update configurable fields count in tests and regenerate docs skill
2026-03-25 17:54:49 +01:00
Nicolò Boschi
0ff36548e0
feat(hermes): file-based config + updated docs (#686)
* feat(hermes): file-based config + updated docs

Replace the old dataclass/configure() singleton with a plain dict
config loaded from ~/.hindsight/hermes.json — same field names and
conventions as the openclaw and claude-code integrations.

Loading order: defaults → config file → env var overrides.

- config.py: rewritten with load_config() returning a plain dict,
  DEFAULTS matching openclaw/claude-code fields, ENV_OVERRIDES with
  typed casting
- tools.py: register() uses load_config() instead of raw env vars
- __init__.py: clean exports (removed configure/get_config/reset_config)
- README.md: full rewrite with config file examples, tables by category
- docs/hermes.md: full rewrite with quick start, architecture, all
  config tables, gateway section, troubleshooting
- tests: updated for new config pattern, 46 tests pass

* ci: add test job for hermes integration

* chore: regenerate docs skill for hermes integration
2026-03-25 16:11:38 +01:00
Nicolò Boschi
db70fdbe5e
feat: add LiteLLM LLM provider for Bedrock and 100+ providers (#679)
* feat: add LiteLLM LLM provider for Bedrock and 100+ providers

Add a new `litellm` LLM provider that uses the LiteLLM SDK for chat
completions and tool calling, enabling AWS Bedrock and 100+ other
providers for Hindsight's core engine (retain, recall, reflect).

- New LiteLLMLLM provider in engine/providers/litellm_llm.py
- Registered in factory, valid providers list, and no-api-key set
- Refactored API key validation to use requires_api_key() helper
- Added boto3 dependency for Bedrock auth
- Updated docs: configuration, models, monitoring, providers grid

* feat: add bedrock as first-class LLM provider alias

Add `bedrock` as a dedicated provider name that auto-prepends the
`bedrock/` prefix to model names and delegates to LiteLLMLLM under
the hood. This makes Bedrock support more discoverable — users set
`HINDSIGHT_API_LLM_PROVIDER=bedrock` with plain Bedrock model IDs.

* test: add Bedrock to CI provider tests

- Add bedrock/us.amazon.nova-lite-v1:0 to MODEL_MATRIX in test_llm_provider.py
- Add AWS credential check in should_skip_provider()
- Pass AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY, AWS_REGION_NAME secrets to test-api job
- Update default bedrock model to amazon.nova-2-lite-v1:0

* fix: regenerate docs skill files and bump memory test timeout

- Regenerate skills/hindsight-docs references after docs changes
- Bump test_llm_provider_memory_operations timeout to 600s for slower
  providers like Bedrock via LiteLLM

* test: skip bedrock lite models in memory operations test

Nova Lite has a 10K output token limit which is too low for fact
extraction (requires 64K). The api_methods test (completion, tools,
structured output) already validates the provider works correctly.

* test: use Nova Pro for bedrock CI tests to cover full memory pipeline

Nova Lite only supports 10K output tokens, too low for fact extraction.
Switch to Nova Pro which supports the full 64K output needed for
retain/reflect operations. This ensures bedrock is tested on all
Hindsight functionalities, not just basic API methods.

* test: switch bedrock CI to Nova 2 Lite (supports 64K output tokens)

Nova v1 models (Pro, Lite) have a 10K output token limit which is
too low for fact extraction. Nova 2 Lite supports 64K+ output tokens,
enabling full memory pipeline testing (retain + reflect).
2026-03-25 14:17:38 +01:00
Ben
7fe773c0ee
feat: add Strands Agents SDK integration with Hindsight memory tools (#659)
* feat: add Strands Agents SDK integration with Hindsight memory tools

* fix: add strands docs to versioned docs so build link check passes

* fix(strands): run hindsight client calls in thread pool to avoid event loop conflict with Strands
2026-03-24 17:21:30 +01:00
Nicolò Boschi
58e68f3e4a
feat: remove hardcoded default models from integrations (#670)
* feat(openclaw): remove hardcoded default models, rely on Hindsight API defaults

* feat(claude-code): remove hardcoded default models, rely on Hindsight API defaults

* feat(claude-code,docs): remove hardcoded default models from claude-code integration and docs

* feat: use claude-haiku-4-5 as default Anthropic model
2026-03-24 17:20:15 +01:00
Nicolò Boschi
d886d3acb9
doc: Claude Code + Telegram + Hindsight blog post (#656)
* doc: add Claude Code + Telegram + Hindsight blog post

* doc: add fabioscarsi to blog authors

* doc: update fabioscarsi title to Contributor

* doc: remove horizontal rule dividers from blog post

* doc: update cover image and add image frontmatter for claude-code-telegram blog post

* doc: remove horizontal rule dividers

* doc: align Hindsight setup steps with PR #661 README

* fix: move marketplace.json to repo root and update source path

* doc: add Claude Code integration page, sidebar, and integrations hub entry

* doc: update versioned docs to 0.4.19

---------

Co-authored-by: Ben <ben.bartholomew@vectorize.io>
2026-03-23 15:44:07 +01:00
Petr Plenkov
8ce06e3e7c
Add wall-clock timeout to reflect operations (#643)
* Initial plan

* feat: add wall-clock timeout to reflect operations (fixes vectorize-io/hindsight#642)

Add a configurable wall-clock timeout (default: 300s / 5 minutes) for
the entire reflect operation. This prevents reflect calls from hanging
for up to 40 minutes when LLM calls are slow or iteration counts are
high.

Changes:
- Add DEFAULT_REFLECT_WALL_TIMEOUT (300s) config constant
- Add HINDSIGHT_API_REFLECT_WALL_TIMEOUT env variable support
- Wrap run_reflect_agent() with asyncio.wait_for() in reflect_async()
- Return HTTP 504 on timeout in the reflect HTTP endpoint
- Add unit test for wall-clock timeout enforcement

Co-authored-by: ThePlenkov <6381507+ThePlenkov@users.noreply.github.com>
Agent-Logs-Url: https://github.com/ThePlenkov/hindsight/sessions/a123d68b-aca1-4040-8bba-8c4f0fab2e2c

* fix: address PR review findings (OpenAPI 504, docs, type hints, main.py TypeError, overlapping exceptions, lazy logging)

Co-authored-by: ThePlenkov <6381507+ThePlenkov@users.noreply.github.com>
Agent-Logs-Url: https://github.com/ThePlenkov/hindsight/sessions/dd574a88-53a3-4f9e-bba7-5a40b0eddb99

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: ThePlenkov <6381507+ThePlenkov@users.noreply.github.com>
2026-03-23 09:19:26 +01:00
Nicolò Boschi
ce691549ba
doc: add langgraph and nemoclaw (#633) 2026-03-20 16:18:05 +01:00
Ben
d284de28c7
feat(nemoclaw): add hindsight-nemoclaw setup CLI package (#630)
* feat(nemoclaw): add hindsight-nemoclaw setup CLI package

Automates the full NemoClaw sandbox setup:
- Installs @vectorize-io/hindsight-openclaw plugin
- Configures external API mode in ~/.openclaw/openclaw.json
- Reads current openshell sandbox policy, merges Hindsight egress rule, re-applies
- Restarts the OpenClaw gateway

Options: --dry-run, --skip-policy, --skip-plugin-install
36 unit tests passing

* docs: add NEMOCLAW.md setup guide

* feat(nemoclaw): add README, docs page, and release pipeline

* revert: remove release.yml changes from nemoclaw PR
2026-03-20 15:16:55 +01:00
DK09876
b4320254b2
feat: add LangGraph integration (#610)
* feat: add LangGraph integration with tools, nodes, and store patterns

Add hindsight-langgraph SDK providing three integration patterns:
- Tools: retain/recall/reflect as LangChain tools for ReAct agents
- Nodes: automatic memory injection and storage as graph steps
- Store: LangGraph BaseStore implementation for checkpoint-based memory

Fix: remove `from __future__ import annotations` in nodes.py which
prevented LangGraph from passing RunnableConfig to node functions
(runtime type inspection saw string annotations instead of actual types).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: register langgraph with independent versioning system

- Set version to 0.1.0 (integrations are versioned independently)
- Add langgraph to VALID_INTEGRATIONS in release-integration.sh
- Add changelog page for langgraph integration

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove manual cookbook recipe page

The sync-cookbook script will auto-generate this from the notebook
in hindsight-cookbook once PR #17 is merged.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: comprehensive improvements to langgraph integration

Code fixes:
- Retain node only stores latest messages instead of all history (prevents duplicates)
- Handle multimodal msg.content (list type) in nodes
- Fix store docstring separator "/" → "."
- Apply search filters before pagination in store
- Add ttl parameter to store.aput for LangGraph BaseStore compat
- Fix _ensure_bank to not cache failed bank creations
- Fix falsy value bugs (or → is not None) in tools
- Remove from __future__ import annotations from all files
- Consistent default budget="mid" across tools/nodes/store
- Bump langgraph floor to >=0.3.0, remove duplicate dev deps

Docs fixes:
- Fix broken Cloud client example (base_url is required)
- Complete API reference tables with all parameters
- Add Limitations and Notes section (async-only store, etc.)
- Add Requirements section
- Fix broken cookbook link and Cloud claim in blog post

All 61 unit tests pass. E2E tested against Hindsight Cloud:
tools, nodes, store, configure(), multimodal content.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove blog post (lives in hindsight-marketing-content)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* chore: remove Hindsight Cloud section from langgraph docs

Keep OSS docs self-hosted-first, consistent with other integration
docs (crewai, pydantic-ai, agno). Cloud setup details live in the
cookbook notebooks.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* docs: explicitly mention LangChain compatibility in langgraph integration

The tools pattern (create_hindsight_tools) only depends on
langchain-core and works with plain LangChain via bind_tools() —
no LangGraph required. Update docs to make this clear with both
LangGraph and LangChain quick start examples.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address PR review findings

1. Guard manual test files with if __name__ == "__main__" so pytest
   doesn't collect and execute them during test runs
2. Remove semantic fallback in HindsightStore.aget() — only return
   exact document_id matches, not unrelated semantic search hits
3. Make langgraph an optional dependency — tools pattern only needs
   langchain-core. Install with pip install hindsight-langgraph[langgraph]
   for nodes and store patterns. Lazy imports with clear error messages.
4. Clean up README to be self-hosted-first, consistent with other
   integration docs
5. Update docs requirements section to reflect optional langgraph dep

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address PR review feedback for langgraph integration

- Fix #2: Add per-bank asyncio.Lock to _ensure_bank for concurrency safety
- Fix #3: Clamp search score to max(0.0, ...) to prevent negative values
- Fix #4: Implement suffix matching in _handle_list_namespaces
- Fix #5: Truncate namespaces to max_depth instead of filtering (per BaseStore contract)
- Fix #6: Remove list_namespaces/alist_namespaces overrides — let base class handle prefix=/suffix= kwargs
- Fix #7: Document ephemeral namespace tracking and get() limitations in class docstring
- Fix #8: Add stable ID to recall node SystemMessage, document ordering behavior
- Fix #9: Change budget/max_tokens/recall_tags_match defaults to None so global config fallback works
- Fix #10: Conditionally populate __all__ so import * works without langgraph installed
- Fix #11: Bump langgraph lower bound from >=0.3.0 to >=0.5.0
- Fix #12: Extract _resolve_client to shared _client.py module

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: address remaining review gaps for langgraph integration

- Add output_key parameter to create_recall_node for prompt ordering control
- Add prefix/suffix/combined filter tests for list_namespaces
- Add output_key unit tests (memory text, none on empty, none on error)
- Remove unused imports and backward-compat alias in tools.py
- Update docs with output_key usage example and API reference

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

* fix: relax langgraph version constraint to >=0.3.0

Research confirmed all required APIs (BaseStore, SearchItem, Result,
GetOp, PutOp, SearchOp, ListNamespacesOp) are available since
langgraph-checkpoint 2.0.7, which maps to langgraph >=0.2.63.
Using >=0.3.0 as a clean semver boundary — >=0.5.0 was unnecessarily
conservative and excluded many compatible versions.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-20 13:36:57 +01:00
Nicolò Boschi
80b1badf74
feat(docs): Integrations Hub + unified page hero (#620)
* fix(security): address all Dependabot vulnerability alerts

Python (uv.lock, pyproject.toml):
- authlib 1.6.6 → 1.6.9 (JWS header injection, OIDC hash binding, Bleichenbacher padding oracle)
- pyasn1 0.6.2 → 0.6.3 (unbounded recursion DoS)
- pyjwt 2.10.1 → 2.12.1 (unknown crit header extensions - also in integration-tests and crewai)
- orjson 3.11.4 → 3.11.7 (deeply nested JSON recursion DoS)
- tornado 6.5.2 → 6.5.5 (multipart DoS, incomplete cookie validation)

npm (package.json, package-lock.json):
- next ^16.1.6 → ^16.1.7 (HTTP smuggling, CSRF bypass, cache DoS, null origin bypass)
- fast-xml-parser override updated to >=5.5.6 (numeric entity expansion bypass)
- undici override added >=7.24.0 (WebSocket overflow, smuggling, CRLF injection, DoS)
- flatted override added >=3.4.0 (unbounded recursion DoS)
- svgo override added >=3.3.3 (DOCTYPE entity expansion DoS)
- dompurify override added >=3.3.2 (XSS vulnerability)

* feat(docs): add Integrations Hub and unified page hero

- Add /integrations page with search, type filter, and card grid
- Integrations defined in a single JSON file (src/data/integrations.json)
  supporting official and community entries with icon, author, and link
- Scrolling integrations banner moved from global navbar to /integrations only
- Remove IntegrationsGrid component; replace all usages with link to hub
- Add PageHero component with full-bleed gradient background, shared across
  Cookbook, FAQ, Best Practices, Changelog, and Blog index pages
- Remove FAQ from top navbar (already in Resources dropdown)
- Move integration changelogs table to bottom of changelog page
2026-03-19 20:29:55 +01:00
Nicolò Boschi
a56cd044e5
feat: 4-tab code parity across all documentation examples (#613)
* feat: independent versioning for integrations

- Add per-integration changelog pages at /changelog/integrations/<name>
- Move main changelog to changelog/index.md (URL unchanged)
- Add --integration flag to generate-changelog for LLM-based per-integration changelog generation
- Add scripts/release-integration.sh <name> <version> for cutting integration releases
- Add .github/workflows/release-integration.yml to publish on integrations/** tags
- Remove integrations from main release.sh and release.yml cycle

* fix: add agno and hermes integration docs to version-0.4 for production build

* chore: apply ruff formatting to generate_changelog.py

* feat: add 4-tab code parity across all documentation examples

Every code snippet Tabs block now has Python, Node.js, CLI, and Go variants.
Raw HTTP/curl tabs replaced with proper SDK calls.

New example files:
- Go: retain.go, recall.go, reflect.go, memory-banks.go, directives.go,
  mental-models.go, documents.go, main-methods.go
- Shell: memory-banks.sh, directives.sh, mental-models.sh
- Node.js: mental-models.mjs

Extended example files with missing sections:
- recall.mjs/sh: world/experience/observation types, token-budget, all tag modes
- reflect.sh: reflect-with-params, reflect-disposition, reflect-sources, reflect-with-tags
- reflect.mjs: reflect-with-tags, fixed reflect-sources API usage
- retain.mjs/sh: retain-conversation, retain-batch, retain-files-batch

SDK/CLI additions:
- TypeScript: getMentalModelHistory method
- CLI recall: --tags, --tags-match flags
- CLI reflect: --tags, --tags-match, --include-facts flags
- CLI directive update: --is-active flag
- CLI bank set-config: --retain-mission, --retain-extraction-mode,
  --observations-mission, --reflect-mission, --disposition-* flags

Build validation:
- scripts/check-code-parity.mjs validates 4-tab parity across all MDX files
- Integrated into npm run build — fails if any Tabs block is missing a variant

* fix: fix doc examples for Go, Node.js, CLI + add mental model with-id examples

- Fix Go Budget constants: BUDGET_HIGH/LOW/MID → HIGH/LOW/MID
- Fix Go documents.go: ListDocuments returns []map[string]interface{}, use map access
- Fix Go retain.go: use correct relative path for sample.pdf
- Fix Node.js createMentalModel: use positional args (name, sourceQuery) not object
- Add CLI 'history' subcommand for mental models (api.rs, main.rs, mental_model.rs)
- Rebuild TypeScript/Python clients to support id param in createMentalModel
- Add create-mental-model-with-id examples across all 4 languages and docs

* fix: move id param to end of create_mental_model signature for backwards compat
2026-03-19 11:31:51 +01:00
Nicolò Boschi
c10c9c89e9
docs: add 0.4.19 release blog post, Agno and Hermes integration pages (#608) 2026-03-18 17:35:54 +01:00
Octopus
1f1462a5f6
feat: upgrade MiniMax default model from M2.5 to M2.7 (#606)
* feat: upgrade MiniMax default model from M2.5 to M2.7

MiniMax has released MiniMax-M2.7, their latest model with a 1M context
window (up from 204K). This updates the default model across config,
docs, and examples. M2.5 remains fully compatible for users who prefer it.

- Update PROVIDER_DEFAULT_MODELS to MiniMax-M2.7
- Update .env.example and documentation references
- Add test_minimax_provider.py with M2.7 and backward compat tests

* chore: remove test file per review feedback

---------

Co-authored-by: PR Bot <pr-bot@minimaxi.com>
2026-03-18 17:15:20 +01:00
Nicolò Boschi
72c25c97e3
feat(typescript-client): Deno compatibility (#607)
* feat(typescript-client): add Deno compatibility

- Switch build from tsc to tsup for dual CJS + ESM output with proper exports field
- Add deno_setup.ts preload that injects Jest-compatible globals (describe/test/expect) via @std/testing/bdd and @std/expect
- Fix generated client.gen.ts: exclude hey-api internal `client` field from RequestInit spread to avoid conflict with Deno.HttpClient
- Add test:deno npm script using --unstable-sloppy-imports and --preload
- Add test-typescript-client-deno CI job using denoland/setup-deno@v2 (v2.x)
- Update docs: rename page to TypeScript / JavaScript Client, add Deno installation section

* feat: add Deno compatibility to ai-sdk and chat integrations

- Switch ai-sdk and chat builds from tsc to tsup (ESM bundle, eliminates
  extension-less import issues in Deno)
- Add deno.json import map to ai-sdk redirecting 'vitest' to a custom
  vitest-compat.ts shim and bare npm specifiers to npm: URLs
- Add vitest-compat.ts shim implementing vi.fn()/vi.spyOn()/vi.mocked()
  using @std/expect's Symbol.for("@MOCK") interface so toHaveBeenCalledWith
  and other mock matchers work under Deno
- Add test:deno script to ai-sdk (all 30 tests pass under Deno)

* ci: add Deno test job for ai-sdk integration

Adds a new test-ai-sdk-integration-deno CI job that runs the ai-sdk
unit tests under Deno LTS, verifying Deno compatibility of the package.

* fix: remove broken link to non-existent n8n blog post in streamlit post

* fix: patch client.gen.ts for Deno compatibility during generation

Add a post-generation patch step to generate-clients.sh that removes
the hey-api internal 'client' field from the RequestInit spread in
client.gen.ts. Deno's Request constructor rejects 'client' because it
conflicts with the Deno.HttpClient option name.
2026-03-18 14:25:35 +01:00
Nicolò Boschi
e4f8a157c2
feat(retain): verbatim, chunks modes and named retain strategies (#593)
* feat(retain): add verbatim extraction mode

Adds retain_extraction_mode="verbatim" that stores each chunk as-is
without LLM summarization. The LLM still runs to extract entities,
temporal info, and location for full indexability — only the fact text
is replaced with the original chunk content (one memory per chunk).

Useful for RAG-style indexing and benchmarks where original text
must be preserved in memory.

- Add "verbatim" to RETAIN_EXTRACTION_MODES in config.py
- Add VERBATIM_FACT_EXTRACTION_PROMPT with instructions to preserve text
- Add _collapse_to_verbatim() post-processing to enforce 1 fact/chunk
- Expose in bank config UI dropdown with updated description
- Update configuration.md docs with verbatim mode description
- Add unit test for _collapse_to_verbatim and integration test via LLM
- Fix pre-existing main.py CLI override missing new reranker fields
- Fix pre-existing cross_encoder.py ty type error via setattr

* refactor(retain): verbatim mode skips 'what' field entirely

Instead of asking the LLM to echo the chunk text back into 'what' and
then discarding it, verbatim mode now uses a dedicated schema
(VerbatimExtractedFact) that omits the 'what' field altogether.
The LLM only returns metadata (entities, temporal info, location, who),
saving output tokens and avoiding any risk of paraphrasing before the
backfill.

- Add VerbatimExtractedFact / VerbatimFactExtractionResponse models
- Verbatim mode skips causal-relations section (nothing to relate causally)
- _extract_facts_from_chunk: allow missing 'what' in verbatim mode,
  set combined_text="" (backfilled by _collapse_to_verbatim)
- Update verbatim prompt to say DO NOT include 'what'

* feat(retain): add index_only extraction mode

Zero-LLM retain mode: chunks are stored as-is with no LLM call, no
entity extraction, and no temporal indexing. Embeddings still run for
semantic search. User-provided entities via RetainContent.entities
are the sole source of entity data.

Early return placed before the batch-API check so no LLM queue or
concurrency locks are acquired.

- Add "index_only" to RETAIN_EXTRACTION_MODES
- Add _extract_facts_index_only() with pure Python chunking path
- Add to UI dropdown and update description
- Update configuration.md with index_only docs and table entry
- Add unit test asserting zero token usage and exact text preservation

* feat(retain): add named retain strategies

Allows mixing extraction modes in a single bank via named strategies.
Each strategy is a set of hierarchical config overrides (extraction_mode,
chunk_size, entity_labels, entities_allow_free_form, etc.) applied on
top of the resolved bank config at retain time.

- retain_strategies: dict of strategy_name → config overrides (bank config)
- retain_default_strategy: default strategy when none specified (bank config)
- strategy field on /retain request: per-call override
- apply_strategy() in config_resolver applies overrides via dataclasses.replace()
- strategy propagates through retain_batch_async → _retain_batch_async_internal
  and through the async worker task payload
- Any hierarchical field is overridable per strategy, including entity_labels
  and entities_allow_free_form
- Docs updated with strategy configuration example and RRF fairness note
- Unit test for apply_strategy covering overrides, unknown strategy, and
  non-hierarchical field filtering

* feat(retain): add per-item strategy and strategy tests

- Add `strategy` field to `MemoryItem` so individual items in a retain
  request can override the request-level strategy
- Add `strategy` field to `FileRetainMetadata` for per-file strategy
  override in file retain requests
- Group memory items by effective strategy in `api_retain`; each group
  is processed as a separate batch, results are aggregated
- Thread strategy through `submit_async_file_retain` →
  `_handle_file_convert_retain` → retain task payload
- Add `operation_ids` to `RetainResponse` for async requests with
  mixed per-item strategies
- Add `test_strategy_overrides_extraction_mode_for_index_only`: unit
  test verifying a named strategy with index_only bypasses the LLM
- Add `test_retain_request_per_item_strategy_field`: unit test for
  per-item strategy grouping logic

* feat(ui): add retain strategies and default strategy to bank config UI

- Add StrategiesEditor component: per-strategy cards with name input and
  JSON overrides textarea; supports add/remove; validates JSON inline
- Add Default Strategy text input (retain_default_strategy)
- Update RetainEdits type and retainSlice() to include both new fields
- Regenerate OpenAPI spec (retain_strategies, retain_default_strategy,
  per-item strategy on MemoryItem/FileRetainMetadata, operation_ids on
  RetainResponse)

* refactor(ui): move retain strategies into its own dedicated config section

* feat(ui): improve retain strategies UX and add strategy to document dialog

- Strategy form now includes entity section (free form toggle + entity labels editor)
- Default strategy selector moved outside tab panel, above strategy chips
- Strategy tabs redesigned with underline indicator style for clarity
- Remove strategy confirms with AlertDialog
- Fix tab re-render bug when typing strategy name (skipSyncRef)
- Add strategy field to Add New Document dialog (text + per-file for uploads)
- File upload collapsible uses same Document/Tags/Source tabbed layout
- API: validate empty strategy names in config_resolver
- api.ts: add strategy field to retain and uploadFiles types

* fix: forward strategy through HTTP layer and SDK; add integration test

- route.ts: extract and forward `strategy` from request body to retainBatch
- TypeScript SDK: accept and forward `strategy` in retainBatch options and per-item
- config_resolver.py: validate empty strategy name keys on update
- bank-config-view.tsx: merge entity fields into RetainStrategyForm, redesign strategy tabs with underline style, add confirmation dialog for removal, fix tab-reset-on-typing with skipSyncRef, move default strategy selector outside panel
- bank-selector.tsx: add strategy field to Add Document dialog (per-file in tabbed collapsible)
- test_retain.py: add end-to-end integration test verifying named strategy application (index_only = 0 LLM tokens)

* fix: regenerate TypeScript client with strategy field in RetainRequest/MemoryItem

- Regenerate OpenAPI spec to include strategy field in RetainRequest and MemoryItem
- Regenerate TypeScript client from updated spec
- Add strategy to MemoryItemInput interface
- Remove (item as any) cast now that strategy is properly typed

* rename: index_only extraction mode → chunks

* remove top-level strategy from RetainRequest; strategy is per-item only

* fix(clients): update Go and Python generated clients with strategy/operation_ids fields

* fix(ci): update hierarchical field count, add strategy to Rust MemoryItem initializers

* fix(go-client): minimal targeted YAML updates for strategy/operation_ids fields
2026-03-17 18:08:25 +01:00
Nicolò Boschi
d2bfa84bca
docs: add config vars for local reranker FP16 and bucket batching (#589)
* docs: add config vars for local reranker FP16 and bucket batching (#588)

* fix: add missing reranker local fields to CLI config override and fix ty type error

- Add reranker_local_fp16, reranker_local_bucket_batching, reranker_local_batch_size
  to the manual HindsightConfig() constructor call in main.py (CLI override block)
- Replace direct module attribute assignment with setattr() in the transformers 5.x
  monkey-patch so ty can resolve it without raising unresolved-attribute
2026-03-16 17:35:09 +01:00
Nicolò Boschi
4a69a422a0 doc: fix build 2026-03-13 15:19:56 +01:00
Nicolò Boschi
5de793eec7
feat: compound tag filtering via tag_groups (#562)
* feat: add compound tag filtering via tag_groups

Adds tag_groups to RecallRequest and ReflectRequest to express arbitrary
boolean tag predicates: leaf {tags, match}, and/or/not compounds.
Top-level groups are AND-ed. Existing tags/tags_match unchanged.

Examples:
  Step filter AND user scope:
    tag_groups: [{tags: ["step:5","step:8"], match: "any_strict"},
                 {tags: ["user:alice"], match: "all_strict"}]
  Exclusion:
    tag_groups: [{tags: ["user:alice"], match: "all_strict"},
                 {not: {tags: ["archived"], match: "any_strict"}}]

- Recursive SQL builder (build_tag_groups_where_clause) threads through
  all 4 retrieval strategies (semantic/BM25, temporal, graph, MPFP)
- Python-side filter (filter_results_by_tag_groups) for post-traversal
- 22 new unit tests
- OpenAPI spec + all clients regenerated (Rust, Python, TypeScript, Go)

* fix: add tag_groups: None to Rust CLI struct initializers

* fix: add tag_groups: None to Rust client test RecallRequest initializer

* feat: reject tags+tag_groups together, add tag_groups integration tests

- Add model_validator to RecallRequest and ReflectRequest that returns 422
  when both `tags` and `tag_groups` are set (mutually exclusive)
- Add 5 integration tests for tag_groups compound filtering:
  * validation: 422 when both fields are set
  * AND filter: two leaf groups (step scope AND user scope)
  * OR compound: user:alice OR user:bob
  * NOT compound: user:alice AND NOT archived
  * Nested: user:alice AND (step:5 OR step:8)

* ci: trigger CI run
2026-03-13 14:30:11 +01:00
Nicolò Boschi
06200f1752
docs: revamp sidebar with icon grids and language support (#563)
* docs: revamp sidebar with icon grid components and language support

- Merge Clients and Integrations sections into the developer sidebar
  (removed top-level SDKs navbar item)
- Reorder sidebar: Architecture → API → Clients → Integrations → Hosting
- Unify icon system using react-icons (LuXxx/SiXxx) via customProps.icon
- Add uppercase section titles with increased spacing and reduced indentation
- Rename Node.js → "JavaScript / TypeScript" with TypeScript icon
- Add reusable IconGrid and SupportedGrids components (ClientsGrid,
  IntegrationsGrid, LLMProvidersGrid)
- Use grids in FAQ, Models, Overview, and Quick Start pages
- Convert developer/index.md, models.md, faq.md to MDX for JSX support

* fix: use inline style for label color to prevent link color inheritance

* fix: label visibility and rename JavaScript/TypeScript to TypeScript

* feat: add HTTP client to grid and OpenAI Compatible to LLM providers grid
2026-03-13 14:12:42 +01:00
Nicolò Boschi
15ea23d5d6
feat: introduce hindsight-api-slim and hindsight-all-slim packages (#560)
* feat: introduce hindsight-api-slim and hindsight-all-slim packages

Closes #552

- Move all source code from hindsight-api/ to new hindsight-api-slim/
- hindsight-api-slim has heavy ML deps (torch, sentence-transformers,
  transformers, einops, flashrank, mlx, mlx-lm, safetensors) and
  pg0-embedded as optional extras: [local-ml], [embedded-db], [all]
- hindsight-api becomes a zero-code meta-package depending on
  hindsight-api-slim[all] for full backward compatibility
- Add hindsight-all-slim meta-package: hindsight-api-slim + client + embed
- hindsight-all updated to depend on hindsight-api-slim[all]
- pg0.py: lazy-import pg0 with clear ImportError pointing to [embedded-db]
- Dockerfile: replace sed hack with proper uv sync --extra flags
- Update release.yml, test.yml, lint.sh, release.sh, CLAUDE.md and
  all path references throughout the repo

* refactor: rename hindsight/ directory to hindsight-all/

* docs: document hindsight-api-slim and hindsight-all-slim package variants

Add package variants table and extras explanation to installation.md

* docs: remove emojis from installation.md, use professional tone

* docs: link Docker slim variant to pip package variants section

* docs: consolidate Docker image variants into single table

* ci: fix working-directory paths after package restructure

- Replace all hindsight-api → hindsight-api-slim in test.yml
- Replace hindsight → hindsight-all in test.yml
- Add --extra embedded-db to test-embed API install step

* ci: add local-ml and embedded-db extras to API sync steps

These extras were previously implicit in the old hindsight-api package
(which bundled everything). Now that hindsight-api-slim uses optional
extras, we must explicitly request local-ml and embedded-db in CI.

* ci: add API install step with embedded-db to test-embed smoke test

The smoke test starts hindsight-api as a daemon, which requires pg0-embedded.
Add a dedicated install step for hindsight-api-slim with embedded-db extra
so the daemon can start successfully.

* ci: remove --no-install-project when using optional extras

When --no-install-project is combined with --extra, the optional deps
are not installed because extras require the project to be active.
Remove --no-install-project from steps that need local-ml or embedded-db.

* ci: fix ordering of uv sync steps to preserve optional extras

When uv sync runs for a different workspace member, it removes optional
extras installed for other members. Fix by always running extra-requiring
API sync last, after other workspace member syncs.

Also remove --no-install-project from embedded-db sync in test-embed,
as --no-install-project prevents optional extras from being active.

* ci: add local-ml extra to test-embed API install for smoke test

The smoke test starts the full API server which needs sentence-transformers
for local embeddings (default provider). Add local-ml extra to the install.

* ci: simplify extras with --all-extras and add slim pip smoke test

- Replace explicit --extra local-ml --extra embedded-db with --all-extras
  for cleaner, more maintainable sync steps
- Add test-pip-slim job: tests hindsight-api-slim[embedded-db] without
  local ML models, using Cohere for embeddings/reranking (mirrors Docker
  slim smoke test approach)

* ci: simplify slim smoke test to health check only (mirrors Docker test)
2026-03-13 13:50:03 +01:00
Nicolò Boschi
eeb938fc65
fix: truncate documents exceeding LiteLLM reranker context limit (#549)
* fix: register embedded profiles in CLI metadata on daemon start

When HindsightEmbedded(profile="myapp") starts a daemon, the profile
was never written to metadata.json or given a .env file, making it
invisible to `hindsight-embed profile list` and other CLI commands.

Add _register_profile() to DaemonEmbedManager which saves HINDSIGHT_API_*
config to ~/.hindsight/profiles/{name}.env and registers the port in
metadata.json. Called after a successful new daemon start and when the
daemon is already running, so orphaned profiles also get registered on
next use.

* fix: truncate documents exceeding LiteLLM reranker context limit

Add HINDSIGHT_API_RERANKER_LITELLM_MAX_TOKENS_PER_DOC env var for both
litellm and litellm-sdk reranker providers. When set, documents are
truncated to the configured token limit using tiktoken (cl100k_base)
before being sent to the reranker, preventing BadRequestError for
models with small context windows (e.g. 1024-token limit).

* refactor: use shared _tiktoken_encoder for doc truncation in LiteLLM reranker

* refactor: use _get_tiktoken_encoding() consistently, remove eager module-level encoder instance

* doc: add HINDSIGHT_API_RERANKER_LITELLM_MAX_TOKENS_PER_DOC to configuration reference
2026-03-13 10:18:18 +01:00
Ethan Clarke
2344484f77
feat: add MiniMax LLM provider support (#550)
Add MiniMax as a supported LLM provider via the OpenAI-compatible interface.

- Register MiniMax in the provider factory and valid providers list
- Set default base URL to https://api.minimax.io/v1
- Set default model to MiniMax-M2.5 in PROVIDER_DEFAULT_MODELS
- Add temperature clamping for MiniMax (must be >0, ≤1.0)
- Add API key validation (MiniMax requires an API key)
- Add MiniMax configuration example to .env.example
- Update documentation (models.md, configuration.md, embed.md, CLAUDE.md, README.md)
- Add unit and integration tests for MiniMax provider

Co-authored-by: octo-patch <octo-patch@users.noreply.github.com>
2026-03-13 10:17:55 +01:00
Nicolò Boschi
1caf5ec9ee
feat: add jina-mlx reranker provider for Apple Silicon (#542)
* feat: add JinaMLXCrossEncoder for native Apple Silicon reranking

Adds a new `jina-mlx` reranker provider backed by jinaai/jina-reranker-v3-mlx,
a 0.6B multilingual listwise reranker running via the MLX framework on Apple Silicon.
The model is downloaded automatically from HuggingFace Hub on first use.

Benchmarked latencies (Apple Silicon): 1 doc→32ms, 5→45ms, 10→60ms, 20→94ms.
Sub-linear scaling because all docs are ranked in a single forward pass.

- Embeds the MLX reranker implementation (_MLXReranker / _MLPProjector) directly
  in cross_encoder.py with no transformers/PyTorch dependency
- Adds `mlx`, `mlx-lm`, `safetensors` to pyproject.toml optional deps (uv add)
- Updates configuration.md with provider docs and benchmark table

* refactor: import MLXReranker from repo rerank.py instead of duplicating code

Use importlib to load MLXReranker directly from the model repo's own rerank.py
(downloaded via snapshot_download). Also pin exact minimum versions for
mlx>=0.31.0, mlx-lm>=0.31.1, safetensors>=0.6.2 (verified against installed versions).

* refactor: move MLX reranker impl to dedicated jina_mlx_reranker.py

Replaces the importlib hack with a proper module. jina_mlx_reranker.py is
adapted from jinaai/jina-reranker-v3-mlx/rerank.py (CC BY-NC 4.0) with the
source clearly documented at the top of the file.

* docs: simplify jina-mlx reranker docs

* fix: disable GIN fastupdate on source_memory_ids index to prevent deadlocks

GIN fastupdate buffers inserts in a pending list and flushes it with
AccessExclusiveLock when full. Under concurrent test load (8 xdist workers
all running retain_async), two workers can trigger a flush simultaneously
and deadlock. Recreating the index with fastupdate=off eliminates the
flush/lock cycle at the cost of slightly slower individual inserts.

* fix: drop per-bank HNSW indexes after transaction to avoid AccessExclusiveLock deadlock

When deleting a bank, the previous code dropped HNSW indexes inside the
same transaction as the DELETE FROM memory_units. Since DROP INDEX needs
AccessExclusiveLock on the parent table and DELETE holds RowExclusiveLock,
two concurrent bank deletions deadlocked on the same table lock.

Fix: capture internal_id inside the transaction, commit, then drop the
indexes outside the transaction so no row-level locks are held.
2026-03-11 15:15:58 +01:00
Nicolò Boschi
66dedb8d41
feat: make recall max query tokens configurable via env var (#544)
* doc: add 0.4.17 release blog post

* feat: make recall max query tokens configurable via env var

Add HINDSIGHT_API_RECALL_MAX_QUERY_TOKENS env var (default: 500) to
replace the hardcoded MAX_QUERY_TOKENS constant in http.py.
2026-03-11 14:56:59 +01:00
Nicolò Boschi
dcaacbe407
feat: add manual retry for failed async operations (#537)
- API: POST /v1/default/banks/{bank_id}/operations/{operation_id}/retry
  resets status to pending so the worker re-executes the task
- UI: Retry button on failed operations in the operations view
- Control plane proxy route + ControlPlaneClient.retryOperation()
- Updated OpenAPI spec, all generated clients, and operations docs
2026-03-10 17:16:11 +01:00
Chris Bartholomew
9a694f64b8
Fix run-db-migration for all-tenant upgrades (#530)
* Add release-scoped migration admin command

* Fix run-db-migration for all-tenant upgrades
2026-03-10 10:10:03 +01:00
Nicolò Boschi
1b4ad7f435
feat: change tags for a document (#517)
* feat: add update document tags endpoint with observation invalidation

Adds PATCH /v1/default/banks/{bank_id}/documents/{document_id} to change
tags on a document without re-processing content.

- Updates tags on the document and all associated memory units atomically
- Invalidates observations derived from the document's memory units
- Resets consolidated_at on the document's own units for re-consolidation
- Also resets consolidated_at on co-source memories from other documents
  that shared those observations (matching delete_document behavior)
- Triggers async consolidation when observations are invalidated
- 9 new tests covering all invalidation scenarios

UI: adds inline tag editor to the document detail panel in the control plane
Docs: new "Update Document Tags" section in documents.mdx with Python/JS examples

* refactor: simplify UpdateDocumentTagsResponse to {success: true}

* refactor: make PATCH /documents generic update_document endpoint

Renames update_document_tags → update_document (engine + HTTP + clients + UI).
Currently only tags are supported; the structure is open for future fields.
Tags are the only field with side effects (observation invalidation + re-consolidation).
2026-03-07 09:00:13 +01:00
Nicolò Boschi
e2baca8bfe
feat: mental model history tracking and UI diff view (#516)
* feat: mental model refresh history tracking and UI diff view

- DB migration: add history JSONB column to mental_models table
- Track previous content on each refresh in update_mental_model
- Add get_mental_model_history() engine method
- New GET /mental-models/{id}/history endpoint
- Control plane proxy route and getMentalModelHistory() in api.ts
- MentalModelDetailModal: add History tab with lazy loading, carousel
  navigation (left=older, right=newer), word-level content diff view

* fix: resolve alembic migration head conflict for mental model history

* feat: mental model history tracking, side-by-side diff UI, and config flag

- Track content changes on every mental model update/refresh (persisted in JSONB history column)
- New GET /mental-models/{id}/history endpoint returning changes most-recent-first
- Side-by-side diff view in History tab (Before/After columns, line-level highlights)
- Actions dropdown in detail panel (Edit, Refresh, View History, Delete)
- HINDSIGHT_API_ENABLE_MENTAL_MODEL_HISTORY config flag (default: true)
- Also adds missing HINDSIGHT_API_ENABLE_OBSERVATION_HISTORY to configuration docs
- Python client wrapper method get_mental_model_history()
- Tests for history persistence (recorded, ordered, name-only skipped, missing returns None)
- Fix NameError: timezone not imported in update_mental_model

* fix: call get_mental_model_history before delete in doc example
2026-03-06 17:50:48 +01:00
Nicolò Boschi
99220d0527
feat: per-request file parser selection with fallback chains (#514)
* feat: allow per-request file parser selection with fallback chains

Clients can now specify which parser(s) to use when calling the file
retain endpoint, instead of being locked to the server-side default.

Changes:
- `parser` field added to `FileRetainRequest` (request-level default)
  and `FileRetainMetadata` (per-file override); accepts a single name
  or an ordered fallback chain (list)
- Resolution priority: per-file > request-level > server default
- `HINDSIGHT_API_FILE_PARSER` now accepts a comma-separated fallback
  chain (e.g. `iris,markitdown`); fully backward-compatible
- New `HINDSIGHT_API_FILE_PARSER_ALLOWLIST` env var restricts which
  parsers clients may request (defaults to all registered parsers)
- Invalid/disallowed parser names are rejected with HTTP 400
- `FileParserRegistry.convert_with_fallback()` tries each parser in
  order, falling back on UnsupportedFileTypeError, empty content, or
  any other error
- Worker updated to use the fallback chain stored per-task
- OpenAPI spec and all generated clients regenerated

* fix: handle on_file_convert_complete hook and rebase onto main

- Return ConvertResult dataclass from convert_with_fallback() instead
  of a plain str, carrying both the content and the winning parser name
- Use winning_parser_name in the on_file_convert_complete hook so
  parser_name reflects the parser that actually succeeded, not the chain
- Update all test calls to submit_async_file_retain() to use the new
  per-item parser field instead of the removed top-level parser= kwarg

* docs: document HINDSIGHT_API_FILE_PARSER fallback chain and ALLOWLIST
2026-03-06 16:15:43 +01:00