Commit graph

165 commits

Author SHA1 Message Date
Nicolò Boschi
3c633e5e16
feat: add retain update_mode='append' for document content concatenation (#932)
* feat: add update_mode='append' for retain to concatenate content to existing documents

When retaining with update_mode='append' and a document_id that already exists,
the new content is appended to the existing document text and the full document
is reprocessed. Delta retain automatically skips unchanged chunks, so only the
new content triggers LLM extraction.

- Add update_mode field to MemoryItem (API), RetainContentDict (internal), MCP tools
- Validate that update_mode='append' requires a document_id
- Fetch existing document content and prepend before processing in orchestrator
- Update Python, TypeScript, Go generated clients and top-level client wrappers
- Add tests for append, multiple appends, no-existing-doc, validation, and default replace

* fix: add update_mode field to Rust CLI and client MemoryItem initializers

* chore: regenerate docs skill references for update_mode
2026-04-08 14:39:16 +02:00
Ben
4028dd91f8
blog: One Memory for Every AI Tool I Use (#914)
* blog: One Memory for Every AI Tool I Use (guest post)
2026-04-07 12:57:48 -04:00
Nicolò Boschi
7e23f8e149
fix(config): validate entity_labels structure on PATCH (#902)
* test: add regression tests for #874 and #894

Add tests for None event_date in fact extraction (AttributeError fix)
and for _register_profile skipping .env overwrite with short config keys.

* fix(config): validate entity_labels structure on PATCH (#891)

Config PATCH accepted bare strings in entity_labels values without
validation, causing silent failures at retain time. Now validates
via parse_entity_labels() before writing to DB, and fixes the
BankTemplateConfig type from list[str] to list[dict[str, Any]].

* fix(scripts): handle Python client generator README crash gracefully

The openapi-generator sometimes crashes writing README_onlypackage.mustache.
Allow the failure with || true since all API/model files are generated
before that step, and add a verification check for api_client.py.

* chore: regenerate docs skill openapi.json
2026-04-07 11:58:02 +02:00
DK09876
e1c6220f0e
feat: add OpenCode persistent memory plugin (#853)
* feat: add OpenCode persistent memory plugin

Add hindsight-opencode integration with:
- Three custom tools: hindsight_retain, hindsight_recall, hindsight_reflect
- Auto-retain on session.idle with document_id deduplication
- Memory injection on session start via system transform hook
- Memory preservation during context window compaction
- Sliding window retain with retainOverlapTurns support
- 4-level config hierarchy (defaults, user file, plugin options, env vars)
- Dynamic bank ID derivation (agent, project, channel, user dimensions)
- CI job, release script entry, docs page

79 tests across 6 test files.

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

* fix: address review findings for opencode integration

1. Pre-compaction retain now uses shared retainSession() helper,
   respecting retainMode, documentId, and session_id metadata
   consistently with idle-retain (was bypassing retention policy).

2. System transform recall is only consumed after successful injection.
   If Hindsight is briefly unavailable, the plugin retries on the next
   LLM call instead of permanently skipping recall for the session.

3. Config validation for retainMode and recallBudget — typos like
   "full_session" or "maximum" now log a warning and fall back to
   the default instead of silently changing retention semantics.

85 tests (6 new covering compaction documentId, recall retry, and
config validation).

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

* fix: docs/tools findings from second review round

1. Remove "session" from supported dynamic bank fields in docs —
   the implementation can't vary bank ID per session since it's
   derived once at plugin startup.

2. Explicit tools (retain, reflect) now call ensureBankMission()
   before API calls, so bankMission/retainMission are applied even
   when the agent uses tools exclusively without triggering hooks.

3. Added tests for mission setup via tools path.

88 tests pass.

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

* fix: recall retry semantics and README bank scoping clarity

1. recallForContext now returns { context, ok } to distinguish
   "no results" (ok=true) from "API error" (ok=false). System
   transform consumes the session on ok=true even with 0 results,
   so empty banks don't cause repeated queries. Only transient API
   failures preserve retry.

2. README clarifies that channel/user bank dimensions are process-
   scoped (set via env vars before launch), not per-session dynamic
   within a running OpenCode process.

89 tests pass.

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

* fix: review fixes for opencode integration

- Rename CI job from build-opencode-integration to test-opencode-integration
  to match naming convention for integrations that run tests
- Fix tsconfig module resolution to Node16 (consistent with other integrations)
- Extract shared makeConfig test helper to avoid duplication across 3 test files

* fix: remove unused PluginState import from tools.ts

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Nicolò Boschi <boschi1997@gmail.com>
2026-04-07 10:11:57 +02:00
Ben
cd4b3e96e2
blog: Persistent Memory for AutoGen Agents with Hindsight (#883)
* Add AutoGen persistent memory blog post
2026-04-06 14:59:43 -04:00
Ben
e02e7ad3d4
blog: Hindsight is now a native memory provider in Hermes Agent (#882)
* Add Hermes native memory provider blog post
2026-04-06 10:55:48 -04:00
Ben
045e8910d1
Blog: Hindsight Is #1 on BEAM — the Benchmark That Tests Memory at 10M Tokens (#851)
* Add BEAM SOTA blog post
2026-04-02 11:02:16 -04:00
Nicolò Boschi
30a319a6ab
feat: bank template import/export with Template Hub (#819)
* feat(api): add bank template import/export endpoints

Add POST /banks/{bank_id}/import and GET /banks/{bank_id}/export
endpoints for declarative bank setup via JSON manifests.

A template manifest (version 1) can include bank config overrides
and mental model definitions. Import creates or updates mental
models matched by id, applies config as per-bank overrides, and
returns async operation IDs for content generation.

Export dumps a bank's explicit overrides and mental models as a
manifest that can be re-imported into another bank.

Includes control plane UI: bank creation dialog now accepts an
optional template JSON to pre-configure the bank on creation.

* docs: add Template Gallery page and bank templates reference

- Template Gallery (/templates) with search, category filter, manifest
  preview modal with copy-to-clipboard
- 5 starter templates: Customer Support, Research Assistant, Personal
  Journal, Code Review Buddy, Meeting Notes
- Bank Templates API reference doc (developer/api/bank-templates)
- Sidebar entry under API section

* docs: add Template Gallery links to navbar and sidebar

- Top navbar: "Templates" link between Integrations and Changelog
- Sidebar: "Template Gallery" in Resources section

* fix(docs): remove emoji icons, autofocus search, fix placeholder in template gallery

* docs: rename to Bank Templates, move to Resources sidebar only

* docs: add Bank Templates to Resources navbar dropdown

* feat(api): add directives to bank template import/export

- Add BankTemplateDirective model with name, content, priority, is_active, tags
- Import creates/updates directives matched by name
- Export includes all directives (active and inactive)
- Validation: duplicate names rejected, empty name/content caught
- Tests: 24 tests covering directives create/update, existing vs new
  bank import, validation, export with directives, full round-trip

* docs: add directives to bank templates docs and sample templates

* feat(api): add JSON Schema endpoint for bank template validation

- GET /v1/default/bank-template-schema returns the JSON Schema
  auto-generated from the Pydantic BankTemplateManifest model
- Static schema file at docs/static/bank-template-schema.json
- Docs updated with schema endpoint, static file link, and
  validation examples (Python jsonschema, Node ajv-cli)

* feat(api): live schema validation on import, fix schema endpoint path

- Move schema endpoint to /v1/bank-template-schema (system-level, not per-bank)
- Import endpoint now accepts raw JSON and validates with Pydantic manually,
  returning clean 400 errors instead of raw 422s for all validation failures
- All validation (schema + semantic) returns consistent 400 with detailed messages

* docs: add interactive JSON Schema viewer to Bank Templates page

Renders the Pydantic-generated schema as a collapsible property tree
with types, required badges, defaults, and descriptions. The schema
is imported from the static bank-template-schema.json file.

* ui: add template toggle switch and browse link to bank creation dialog

- Replace always-visible textarea with a switch toggle ("Import from template")
- Textarea only shows when switch is on, keeping the dialog clean by default
- Add "Browse templates" link pointing to hindsight.vectorize.io/templates
- Reset template state when switch is toggled off or dialog is cancelled

* ui: add empty state with Add Document CTA to data view

When a bank has 0 memories, the data view (all tabs: constellation,
graph, table, timeline) shows a centered empty state with a CTA
button that opens the Add Document dialog.

* docs: replace templates with Conversation and Coding Agent

Remove generic placeholder templates. Add two practical templates
based on actual integration patterns:

- Conversation: for chat agents (LiteLLM, LangGraph, Pydantic AI,
  Vercel AI SDK). Tracks user preferences, open threads.
- Coding Agent: for Claude Code/Codex. Tracks technical decisions,
  project context, developer preferences. High literalism.

* docs: rename gallery to Bank Templates Hub, keep API doc as Bank Templates

* docs: register layout-template and file-json icons in navbar and sidebar

* docs: register layout-template icon in DefaultNavbarItem for dropdown items

* docs: show integration icons on template cards

Templates now have an optional `integrations` field referencing
integration IDs from integrations.json. Icons are resolved at render
time and shown in the card header next to the category badge.

* docs: add Personal Assistant template for OpenClaw, Hermes, NemoClaw

* feat: add Export Template to bank actions + map all integrations to templates

- Add "Export Template" to the bank Actions dropdown — exports config,
  mental models, and directives as JSON, copies to clipboard
- Add export API route and client method
- Map remaining integrations to templates: CrewAI, AG2, Agno, Strands,
  LlamaIndex, local-mcp, skills → Conversation; hindclaw → Personal Assistant

* feat: add --template flag to LoCoMo benchmark + remove schema from Hub

- LoCoMo benchmark accepts --template <path> to apply a bank template
  manifest (config, mental models, directives) before ingestion
- Template is applied per-bank in both single-phase and two-phase modes
- BenchmarkRunner.apply_template() reuses the same engine methods as
  the /import API endpoint
- Remove Manifest Schema section from Bank Templates Hub page
  (schema stays in the API reference doc)

* refactor: remove description field from bank template manifest

* docs: remove tags, fact_types, and directives from starter templates

* docs: remove reflect_mission and disposition fields from starter templates

* build: validate template manifests against JSON Schema during docs build

* cleanup: remove unused JsonSchemaViewer component

* docs: remove retain_extraction_mode from starter templates

* ui: enable word wrap in template manifest preview

* docs: add link to Bank Templates reference doc from Hub page

* docs: convert bank templates doc to mdx with multi-language code snippets

- Convert bank-templates.md to .mdx with Tabs/CodeSnippet components
- Add example files: bank-templates.py, .mjs, .sh, .go with doc markers
- Examples cover import, dry-run, export, round-trip, and schema
- Regenerate OpenAPI spec and all client SDKs (Python, TS, Rust, Go)

* fix: migration revision collision + use typed models in benchmark template

- Rename merge migration d6e7f8a9b0c1 -> d6e7f8a9b0c2 to resolve
  revision ID collision with case_insensitive_entities_trgm_index
- Update a4b5c6d7e8f9 down_revision to point to the renamed migration
- Fix f-string lint in case_insensitive migration
- BenchmarkRunner.apply_template() now validates manifest through
  BankTemplateManifest Pydantic model instead of raw dict access
- Remove redundant inline imports (json, Path already at module top)

* fix(docs): add missing Go tab to dry-run code snippet

* ci: retrigger

* fix: sync skills openapi.json + fix bankId null type error in export

- Copy updated openapi.json to skills/hindsight-docs/references/
- Add null guard for bankId in Export Template onClick handler

* fix: sync generated files (memory_engine formatting, docs skill references)

* cleanup: remove obsolete migration collision workaround
2026-04-02 12:21:53 +02:00
Nicolò Boschi
8d1bfbbd2b
feat: add detail parameter to list/get mental models (#846)
* feat: add detail parameter to list/get mental models (#825)

Add a `detail` query parameter (metadata|content|full) to both list and get
mental model endpoints (HTTP + MCP) to control response size. This reduces
payload for agent boot flows and MCP clients where context budget is limited.

Closes #825

* fix: update Rust CLI for optional mental model fields

The generated Rust client now has content/source_query as Option<String>
after the detail parameter was added. Update CLI code to handle optionals.
2026-04-02 11:52:45 +02:00
DK09876
a757765ab2
feat: add AutoGen integration for Hindsight (#719)
* feat: add AutoGen integration for Hindsight

Adds hindsight-autogen package providing FunctionTool instances that give
AutoGen agents persistent long-term memory via retain/recall/reflect APIs.

- Package: hindsight_autogen with create_hindsight_tools() factory
- 31 unit tests covering tool creation, invocation, config fallback, errors
- Docs page and integrations.json entry
- README with quickstart and configuration reference

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

* fix: address PR review feedback for autogen integration

- Fix install instructions to include autogen-agentchat and autogen-ext[openai]
- Add autogen.svg icon to prevent broken image in integrations grid
- Change icon reference from .png to .svg in integrations.json

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

* fix: add sleep between retain/recall and close clients in examples

- Add time.sleep(3) between retain and recall to wait for async processing
- Close Hindsight client and model client to avoid unclosed session warnings

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

* fix: use asyncio.sleep instead of time.sleep in async examples

time.sleep blocks the event loop; asyncio.sleep yields control.

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

* fix: address PR review feedback - validation, defaults, release script

- Add autogen to VALID_INTEGRATIONS in release-integration.sh
- Remove unused verbose config field
- Extract DEFAULT_BUDGET/MAX_TOKENS/RECALL_TAGS_MATCH constants in config.py,
  import from tools.py to eliminate default duplication
- Add Literal types for budget and recall_tags_match validation
- Modernize type hints to X | None with from __future__ import annotations
- Add [tool.ruff] line-length = 120 to match monorepo convention
- Add py.typed PEP 561 marker
- Re-raise HindsightError before broad Exception catch
- Expand asyncio.sleep(3) comment explaining when/why it's needed
- Remove verbose from docs configure() reference table

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

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-01 17:48:11 +02:00
Ben
1a1fb35cb0
Add OpenClaw shared memory team setup guide (#788)
* Add blog post: Shared Memory for OpenClaw
2026-04-01 09:33:15 -04:00
Nicolò Boschi
d7f6723546 Release v0.4.22
- Update version to 0.4.22 in all components
- Regenerate OpenAPI spec and client SDKs
- Python packages: hindsight-api, hindsight-dev, hindsight-all, hindsight-embed
- Python client: hindsight-clients/python
- TypeScript client: hindsight-clients/typescript
- Rust CLI: hindsight-cli
- Control Plane: hindsight-control-plane
- Helm chart
- Sync documentation to version-0.4
2026-03-31 18:14:59 +02:00
Nicolò Boschi
2c32ffadc9
fix(mental-models): add tags_match and tag_groups to trigger config (#786) (#804)
When a mental model has tags, refresh_mental_model hardcoded
tags_match="all_strict", causing empty results when most memories
are untagged. Add configurable tags_match and tag_groups fields
to MentalModelTrigger so users can control refresh filtering.

- Add tags_match (any/all/any_strict/all_strict) to override default
- Add tag_groups for compound boolean tag expressions during refresh
- Default behavior unchanged (all_strict when tags present)
- Update both refresh paths (task-based and direct)
- Add UI controls in Create/Update mental model dialogs
- Regenerate OpenAPI spec and client SDKs
2026-03-31 18:09:01 +02:00
Ben
410c208746
What's New: multi-org support and credit transfers (March 29) (#815)
* Add What's New post: multi-org support and credit transfers
2026-03-31 10:19:08 -04:00
Nicolò Boschi
627ec5d524
feat: expose document_metadata in API and control plane (#798)
* feat: expose document_metadata in API and control plane

Add document_metadata (sourced from retain_params.metadata) to both
list and get document endpoints. Display it in the control plane
documents table and detail panel. Drop the unused metadata column
from the documents table (was always stored as empty {}).

* fix: code review fixes for document_metadata feature

- Remove unnecessary `import json as _json` (json already imported at module level)
- Simplify redundant truthiness checks in retain_params parsing
- Regenerate OpenAPI spec and client SDKs (Python, TypeScript, Go)
- Add tests for document_metadata in get_document and list_documents

* feat(ui): improve documents table and detail panel

- Relative timestamps with full date on hover
- Remove context column from table
- Metadata shown as k=v badges (blue, like tags)
- Size in bytes instead of chars
- Document IDs wrap instead of truncating
- Detail panel wider (560px)
- Retain params: context, event_date, metadata badges
2026-03-31 11:42:02 +02:00
Nicolò Boschi
b104bad02c
fix(codex): merge new settings on upgrade instead of skipping (#780)
The installer skipped settings.json entirely if it already existed,
leaving version and new config keys stale. Now merges: updates version,
adds new upstream keys, preserves user customizations.

Also fixes pre-existing typo: RERANK_URL → rerank_url in ZeroEntropy
cross-encoder.
2026-03-31 09:05:49 +02:00
Ben
df17570d8a
blog: What's New in Hindsight Cloud — Native OAuth for MCP Clients (#731)
* Add MCP OAuth blog post
2026-03-30 09:33:58 -04:00
Nicolò Boschi
7a9e99998a
docs: 0.4.21 release blog post and changelog (#765)
* docs: 0.4.21 release blog post and changelog

* fix(blog): align 0.4.21 code snippets with docs, add release image

* chore: regenerate docs skill references
2026-03-30 15:28:27 +02:00
Nicolò Boschi
cc3cdc2f83 Release v0.4.21
- Update version to 0.4.21 in all components
- Regenerate OpenAPI spec and client SDKs
- Python packages: hindsight-api, hindsight-dev, hindsight-all, hindsight-embed
- Python client: hindsight-clients/python
- TypeScript client: hindsight-clients/typescript
- Rust CLI: hindsight-cli
- Control Plane: hindsight-control-plane
- Helm chart
- Sync documentation to version-0.4
2026-03-30 14:52:50 +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
a8a63818c7
feat(api): add duration_ms to audit log entries (#758)
* feat(api): add duration_ms to audit log entries

Server-computed duration in milliseconds (started_at → ended_at) on
the list audit logs endpoint. Null when ended_at is not set.

Closes #749

* feat(api): add duration_ms to audit log entries and type audit endpoints

- Add server-computed duration_ms (started_at → ended_at) to audit log
  list response. Null when ended_at is not set.
- Add typed Pydantic response models for both audit log endpoints
  (list and stats) so they appear in the OpenAPI spec.
- Regenerate OpenAPI spec and all client SDKs.

Closes #749

* chore: regenerate docs skill after audit log response models
2026-03-30 12:32:02 +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
a69bdbb55f
How We Built a 4-Way Hybrid Search System That Actually Runs in Parallel (#708)
* Add blog: How We Built a 4-Way Parallel Hybrid Search System

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

* Add cover image for parallel hybrid search post

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

* Update parallel hybrid search post date to 2026-03-27

* Set author to chrislatimer

* Update recall docs link

* review: align blog post to actual retrieval code

- Reframe as evolutionary narrative (V1 asyncio.gather → connection sharing)
- Add missing reranker section (cross-encoder + multiplicative boost scoring)
- Replace MPFP references with LinkExpansion (3-signal CTE)
- Fix SQL to match actual UNION ALL approach, explain CTE planner issue
- Fix acquire_with_retry, index types (ivfflat→HNSW), fusion code
- Remove fabricated perf numbers
- Add alpha calibration rationale and connection contention insight

* add nicoloboschi and benfrank241 as co-authors

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
Co-authored-by: Nicolò Boschi <boschi1997@gmail.com>
2026-03-27 11:21:01 -04:00
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
083295dc6f
feat: add audit log for feature usage tracking (#717)
* feat: add audit log for feature usage tracking

Add full auditability for all mutating and core API operations across
HTTP, MCP, and system (worker) transports. Audit entries record raw
request/response as JSONB, timing (started_at/ended_at), action, and
transport type.

Backend:
- New audit_log table with JSONB columns for expandability without
  future migrations (merge migration of 3 existing heads)
- AuditLogger with fire-and-forget writes via asyncio.create_task
- @audited decorator on 28 HTTP route handlers
- MCP tool audit wrapping for 16 auditable tools
- Worker task execution wrapped with audit_context
- List endpoint with action, transport, date range filters + pagination
- Stats endpoint with per-day counts for charting
- Configurable retention sweep (concurrent-safe DELETE)

Config (env-only, static):
- HINDSIGHT_API_AUDIT_LOG_ENABLED (default: false)
- HINDSIGHT_API_AUDIT_LOG_ACTIONS (comma-separated allowlist, empty=all)
- HINDSIGHT_API_AUDIT_LOG_RETENTION_DAYS (default: -1, keep forever)

Control Plane:
- New "Audit Logs" tab on bank configuration page
- Line chart showing request volume (today/7d/30d) with action filter
- Filterable table with action, transport, date range filters
- Paginated list with detail dialog showing raw request/response JSON

Tests:
- 13 tests covering list, filters, pagination, stats, disabled mode,
  action allowlist, and ordering

* fix: split 3-way merge migration into two 2-way merges

Alembic doesn't support 3-parent merge migrations. Split into a no-op
merge of 2 heads (b1c2d3e4f5g6) followed by the audit_log table
migration merging the third head.

* fix: correct merge migration to merge actual 2 heads

The original analysis incorrectly identified 3 heads. There were only 2
(a3b4c5d6e7f8 and c8e5f2a3b4d1). Remove the unnecessary intermediate
merge migration and fix the audit_log migration to merge these 2 heads.

* fix: use 'heads' instead of 'head' in migration runner

Alembic's upgrade('head') fails when multiple heads exist (e.g. from
namespace package overlaps between hindsight-api and hindsight-api-slim).
Using 'heads' (plural) handles this gracefully by upgrading all branches.

* chore: regenerate OpenAPI spec with audit log endpoints

* chore: regenerate TypeScript client and docs skill OpenAPI spec

Python and Go clients still need regeneration (requires Docker).

* chore: regenerate all client SDKs (Python, Go, TypeScript)

Adds generated audit log API clients for Python (audit_api.py),
Go (api_audit.go), and TypeScript client type updates.
2026-03-27 09:52:03 +01:00
Ben
62c0992075
Teaching the Llama to Remember (#707)
Llama index blog
2026-03-26 15:44:18 -04:00
Mr. Khachaturov
939cb40a73
fix: include Pydantic v2 fields in ValidationError OpenAPI schema (#697)
FastAPI generates the ValidationError schema with only loc, msg, and
type, but Pydantic v2 actually returns input, ctx, and url as well.
Generated clients with strict JSON decoding (Go's DisallowUnknownFields)
cannot parse real 422 responses — the actual validation message gets
replaced by a confusing JSON decoding error.

- Patch the OpenAPI schema in create_app() to add input, ctx, url
- Regenerate spec and Go client
2026-03-26 11:25:46 +01:00
Ben
d344ef26da
blog: Your AWS Strands Agent Forgets Everything Between Runs. Here's the Fix. (#685)
* blog: add Strands persistent memory post
2026-03-25 10:37:37 -04:00
Ben
0ad6ee3156
Blog: Adding Long-Term Memory to LangGraph and LangChain Agents (#637)
* Add blog post: Adding Long-Term Memory to LangGraph and LangChain Agents

* blog: update langgraph post date to 2026-03-24 and add cover image

* blog: fix claude-code-telegram filename to match frontmatter date (2026-03-25)

* blog: set claude-code-telegram date to 2026-03-23

* blog: fix date timezone offset by adding T12:00 to all post dates

* ci: trigger fresh CI run

* blog: fix broken docs link (routeBasePath is /)
2026-03-24 13:51:27 -04:00
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
4f533dde94
docs: 0.4.20 release blog post and changelog (#671)
* docs: add 0.4.20 release blog post and changelog

Add release notes blog post covering Claude Code integration, LangGraph
integration, NemoClaw integration, independent integration versioning,
and reflect improvements. Auto-generated changelog entry included.

* docs: add 0.4.20 release blog cover image
2026-03-24 10:03:33 +01:00
Nicolò Boschi
08d2c78ae7 Release v0.4.20
- Update version to 0.4.20 in all components
- Regenerate OpenAPI spec and client SDKs
- Python packages: hindsight-api, hindsight-dev, hindsight-all, hindsight-embed
- Python client: hindsight-clients/python
- TypeScript client: hindsight-clients/typescript
- Rust CLI: hindsight-cli
- Control Plane: hindsight-control-plane
- Helm chart
- Sync documentation to version-0.4
2026-03-24 09:19:14 +01:00
Nicolò Boschi
742f212b2f docs: update blog 2026-03-23 18:14:04 +01:00
Nicolò Boschi
546d595c9f
feat(blog): Agent Memory Benchmark launch post (#657)
* feat(blog): launch Agent Memory Benchmark post and ImageCarousel component

* feat(blog): remove RAG terminology, add agentic eval framing
2026-03-23 17:51:51 +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
Mr. Khachaturov
e0f0da5d2d
docs: update HindClaw integration listing (#653)
Rename hindsight-openclaw-pro → HindClaw and update description to
reflect the current architecture: server-side Hindsight extensions
(hindclaw-extension on PyPI), Terraform provider for infrastructure
management, and the hindclaw-openclaw gateway plugin.

Link points to https://github.com/mrkhachaturov/hindclaw.
2026-03-23 11:11:00 +01:00
Ben
d2c32cb8e4
blog: Give NemoClaw the Best Agent Memory Available In One Command (#631)
* docs(blog): add NemoClaw persistent memory blog post

Covers external API mode, OpenShell network egress policy pattern,
and the LaunchAgent symlink gotcha from the live test run.

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

* docs(blog): update NemoClaw blog post with SEO-optimized draft

- Add slug, TL;DR, pitfalls, tradeoffs table, recap, next steps sections
- Restructure into numbered implementation steps
- Remove internal blog links that don't exist yet

* docs(blog): fix docs link to include /recall/ path

* docs(blog): add correct internal links to NemoClaw blog post

* docs(blog): make hindsight-nemoclaw setup command the primary path

One-command setup is now the default; manual 4-step process moved to
'Manual Alternative' section for reference.

* docs(blog): update title to lead with NemoClaw and best-in-class memory

* Add cover image to NemoClaw memory blog post

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-03-20 16:29:08 +01:00
Nicolò Boschi
ce691549ba
doc: add langgraph and nemoclaw (#633) 2026-03-20 16:18:05 +01:00
Nicolò Boschi
ea662d062e
feat: fact_types and mental model exclusion filters for reflect (#615)
* feat: add fact_types and mental model exclusion filters to reflect and mental models

Adds three new filtering options to both the reflect endpoint and mental model creation/refresh:

- `fact_types`: restrict which fact types (world, experience, observation) are retrieved.
  Disables irrelevant agent tools entirely (no wasted tokens).
- `exclude_mental_models`: skip the search_mental_models tool altogether.
- `exclude_mental_model_ids`: exclude specific mental models by ID (merged with the
  existing self-exclusion logic during mental model refresh).

For mental models, options are persisted in the existing `trigger` JSONB column so they
are automatically applied on every refresh. The `UpdateMentalModelRequest` already
proxies `trigger`, so no extra endpoint changes are needed.

Also fixes the test fixture (`pg0_db_url` in conftest.py) to correctly resolve pg0://
URLs and run migrations before tests, which was causing all DB-dependent tests to fail
with "relation public.banks does not exist" when HINDSIGHT_API_DATABASE_URL=pg0://uuuu.

* fix: guard against disabled-tool hallucination and regenerate clients

- Add enabled_tools guard in reflect agent: if an LLM calls a tool that
  was excluded (e.g. recall when fact_types=["observation"]), return an
  error result instead of executing it
- Regenerate OpenAPI spec and all SDK clients (Go, Python, TypeScript)
  to include new fact_types / exclude_mental_models fields

* fix: add missing ReflectRequest fields in Rust CLI struct initializers

* fix: filter hallucinated tool calls before trace to prevent disabled tools appearing in results

* chore: merge main, fix lint formatting and update skills openapi.json

* feat: expose fact_types, exclude_mental_models, exclude_mental_model_ids in control plane UI

* fix: add missing trigger fields to MentalModel type in control plane api.ts

* fix: add missing trigger fields to local MentalModel interface in mental-models-view

* feat: tabbed mental model dialogs (Basic / Options tabs)

* refactor: shared FactTypeFilter component, tabbed mental model dialogs use General tab, clean up labels

* feat: pill-style toggle buttons for fact type filter (blue/emerald/amber per type)

* fix: add spacing between Fact Types label and pills, rename to Exclude all mental models
2026-03-19 17:03:41 +01:00
Ben
276a4ba7e8
blog: Hermes Agent persistent memory (#599)
* blog: add Hermes Agent persistent memory integration post
2026-03-18 17:00:35 -04:00
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
Nicolò Boschi
0727f2d069 Release v0.4.19
- Update version to 0.4.19 in all components
- Regenerate OpenAPI spec and client SDKs
- Python packages: hindsight-api, hindsight-dev, hindsight-all, hindsight-litellm, hindsight-crewai, hindsight-pydantic-ai, hindsight-hermes, hindsight-agno, hindsight-embed
- Python client: hindsight-clients/python
- TypeScript client: hindsight-clients/typescript
- Rust CLI: hindsight-cli
- Control Plane: hindsight-control-plane
- OpenClaw integration: hindsight-integrations/openclaw
- AI SDK integration: hindsight-integrations/ai-sdk
- Chat SDK integration: hindsight-integrations/chat
- Helm chart
- Sync documentation to version-0.4
2026-03-18 14:29:15 +01:00
Ben
8c378b981a
feat: add Agno integration with Hindsight memory toolkit (#596)
* feat: add Agno integration with Hindsight memory toolkit

Add hindsight-agno package providing Hindsight memory tools (retain,
recall, reflect) as an Agno Toolkit, following the same pattern as
Agno's Mem0Tools. Includes per-user bank isolation, global config,
bank auto-creation, and memory_instructions() for system prompt
injection.

Also adds cookbook documentation page with architecture diagrams,
quick start examples, and configuration reference.

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

* chore: remove n8n blog post, add Agno icon, bind to release process

- Remove n8n blog post from the agno integration branch
- Add Agno logo icon and map hindsight-agno SDK tag in CookbookGrid
- Add hindsight-agno to release.sh PYTHON_PACKAGES array
- Add build, publish, artifact upload, and release asset steps in release.yml

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

* chore: remove cookbook page (moved to hindsight-cookbook repo)

The Agno cookbook application now lives in
vectorize-io/hindsight-cookbook/applications/agno-memory.

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

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-18 11:17:23 +01:00
Ben
210a40665d
blog: fix streamlit post slug and add cover image (#604) 2026-03-17 15:16:29 -04:00
Nicolò Boschi
28dac7c7f8
fix: prevent silent memory loss on consolidation LLM failure (#601)
* fix: prevent silent memory loss on consolidation LLM failure

When all LLM retries are exhausted during consolidation, memories were
being marked consolidated_at unconditionally, permanently excluding them
from future consolidation runs without producing any observations.

Fix with two complementary mechanisms:
- Adaptive batch splitting: on LLM failure, the batch is halved and
  retried recursively down to batch_size=1, recovering most transient
  failures (rate limits, Pydantic validation on long prompts) without
  operator intervention
- consolidation_failed_at column: only single-memory batches that still
  fail after all retries are marked here instead of consolidated_at, so
  they remain visible and retryable
- New API endpoint POST /v1/default/banks/{bank_id}/consolidation/retry-failed
  resets these memories for the next consolidation run

* chore: regenerate OpenAPI spec

* fix: rename consolidation endpoint from /retry-failed to /recover

* fix: add consolidation_failed_at column, adaptive batch splitting, and recovery API

- Migration a3b4c5d6e7f8: add consolidation_failed_at TIMESTAMPTZ column to
  memory_units with an index for efficient failure queries; properly chains off
  g7h8i9j0k1l2 (backsweep_orphan_observations)
- Consolidator: filter pending memories with consolidation_failed_at IS NULL
  so failed memories are not re-fetched in an infinite loop
- Consolidator: adaptive batch splitting — when a batch exhausts all 3 LLM
  retries, halve it and retry sub-batches recursively; only single-memory
  batches that also exhaust all retries get consolidation_failed_at set
- New tests (9 total) covering: adaptive splitting recovers all memories,
  larger batch splitting, single-memory permanent failure, exclusion from
  next run, partial batch failure, recover resets columns, recover returns
  0 when none failed, recover-then-consolidate succeeds, HTTP endpoint

* chore: regenerate Go, Python, TypeScript clients with recover consolidation endpoint

* feat: add Recover Consolidation action to bank Actions dropdown

* style: apply ruff formatting to http.py and config.py

* fix: handle consolidation scope in large batch test mock LLM

The mock LLM was returning {"facts": ...} for ALL calls including consolidation.
Consolidation doesn't use skip_validation=True so it expects a _ConsolidationBatchResponse
instance, not a raw dict. Before this PR consolidation silently swallowed the AttributeError
(failed=False was returned); now failed=True triggers adaptive splitting and timeouts.

Fix: return _ConsolidationBatchResponse() when scope=="consolidation".

* fix: restrict claude-agent-sdk to macOS platform only (no Linux wheel available)

Also fix pre-existing type errors: use setattr for XLM-RoBERTa monkey-patch
and add missing reranker_local_fp16/bucket_batching/batch_size fields to main.py config constructor.

* fix: add UV_INDEX_STRATEGY=unsafe-best-match to fix markupsafe cp314 wheel conflict

PyTorch CPU index serves markupsafe==3.0.3 with only cp314 wheels.
uv's default first-index strategy stops at the first index with any version
even if no compatible wheel exists. unsafe-best-match searches all indices
for the best compatible wheel, falling back to PyPI for markupsafe.

* fix: use explicit pytorch index to prevent markupsafe wheel conflict

Configure the pytorch CPU index as explicit=true in pyproject.toml so it is
ONLY used for torch (via [tool.uv.sources]). All other packages (including
markupsafe) are resolved exclusively from PyPI, preventing the pytorch index
from serving incompatible cp314-only wheels for non-pytorch packages.

Remove UV_INDEX and UV_INDEX_STRATEGY from CI workflow (no longer needed
since the index is now configured in pyproject.toml).

* ci: trigger CI run

* ci: retry trigger

* ci: trigger after remote URL fix

* ci: add workflow_dispatch to unblock manual trigger

* fix: remove empty env blocks left after UV_INDEX removal

* fix: add type: ignore for optional claude_agent_sdk imports (macOS-only)

* fix: correct type: ignore rules for claude_agent_sdk and fix utcnow deprecation
2026-03-17 20:15:33 +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
Ben
ef90842f87
feat: hindsight-hermes integration for Hermes Agent (#600)
* feat: add hindsight-hermes integration for Hermes Agent

* chore: add Hermes docs page, icon, and release process bindings

- Add cookbook page for Hermes integration (synced with README)
- Add Hermes icon and map hindsight-hermes SDK tag in CookbookGrid
- Add cookbook entry to index.mdx
- Add hindsight-hermes to release.sh PYTHON_PACKAGES array
- Add build, publish, artifact upload, and release asset steps in release.yml

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

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-17 18:06:55 +01:00
Ben
61b01cc040
blog: add n8n persistent memory workflows post (#585)
* blog: add n8n persistent memory workflows post

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

* blog: add cover image for n8n memory workflows post

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

* blog: update n8n cover image

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

* blog: remove broken screenshot references from n8n post

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

* blog: add Hindsight Cloud option and n8n Cloud guidance

- Add Cloud vs self-hosted setup paths in Step 1
- Show both Cloud and self-hosted URLs for retain/recall/reflect nodes
- Note that Cloud eliminates the localhost IP gotcha
- Mention n8n Cloud compatibility (requires Hindsight Cloud or public endpoint)

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

* blog: update n8n post date to 2026-03-16

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

* blog: update n8n post with optimized content and fix accuracy

- Use optimized version of the blog post
- Fix blog cross-links to use date-prefixed URLs
- Fix retain response to match actual API (success, bank_id, items_count, async)
- Fix recall response to match actual API (text, type, entities — not confidence/source)
- Update title to "How to Add Persistent Memory to n8n Workflows"

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

* blog: update n8n post title

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

---------

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-16 14:56:56 -04:00
Ben
bd6348aa08
blog: add disposition-aware agents post (#566)
* blog: add disposition-aware agents post

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-13 17:53:27 -04:00
Nicolò Boschi
c7db770281
doc: add 0.4.18 release blog post (#567)
* doc: add 0.4.18 release blog post

* doc: include changelog and blog image for 0.4.18
2026-03-13 16:00:59 +01:00