fleet-memory/AGENTS.md

AGENTS.md

This document captures architectural decisions and coding conventions for the Hindsight project.

Documentation

• Main documentation: hindsight-docs/docs/developer/
• Use case patterns: hindsight-docs/docs/cookbook/
• API reference: Auto-generated from OpenAPI spec

Project Structure

hindsight/              # Python package for embedded usage
hindsight-api/          # FastAPI server (core memory engine)
hindsight-cli/          # Rust CLI client
hindsight-embed/        # Embedded CLI (no server needed)
hindsight-control-plane/ # Next.js admin UI
hindsight-docs/         # Docusaurus documentation site
hindsight-dev/          # Development tools and benchmarks
hindsight-integrations/ # Framework integrations (LangChain, etc.)
hindsight-clients/      # Generated API clients (Python, TypeScript, Rust)

Core Concepts

Memory Banks

• Each bank is an isolated memory store (like a "brain" for one user/agent)
• Banks contain: memory units (facts), entities, documents, entity links
• Banks have a disposition (personality traits) and background (context)
• Bank isolation is strict - no cross-bank data leakage

Memory Types

• World facts: General knowledge ("The sky is blue")
• Experience facts: Personal experiences ("I visited Paris in 2023")
• Opinion facts: Beliefs with confidence scores ("Paris is beautiful" - 0.9 confidence)

Operations

• Retain: Store new memories (extracts facts, entities, relationships)
• Recall: Retrieve memories (semantic, BM25, graph, temporal search)
• Reflect: Deep analysis to form new insights/opinions

API Design Decisions

Single Bank Per Request

• All API endpoints (recall, reflect, retain) operate on a single bank
• Multi-bank queries are the client/agent's responsibility to orchestrate
• This keeps the API simple and the isolation model clear

Disposition Traits (3-trait system)

• Skepticism (1-5): How skeptical vs trusting when forming opinions
• Literalism (1-5): How literally to interpret information
• Empathy (1-5): How much to consider emotional context
• These influence the reflect operation, not recall
• Background info also only affects reflect (opinion formation)

Multi-Bank Architecture Patterns

See hindsight-docs/docs/cookbook/ for detailed guides:

• Per-User Memory: One bank per user, simplest pattern
• Support Agent + Shared Knowledge: User bank + shared docs bank, client orchestrates

Developer Guide

Running the API Server

# From project root
./scripts/dev/start-api.sh

# With options
./scripts/dev/start-api.sh --reload --port 8888 --log-level debug

Running Tests

# API tests
cd hindsight-api
uv run pytest tests/

# Specific test
uv run pytest tests/test_http_api_integration.py -v

Generating OpenAPI Spec

After changing API endpoints, regenerate the OpenAPI spec and docs:

./scripts/generate-openapi.sh

This will:

1. Generate openapi.json at project root
2. Copy to hindsight-docs/openapi.json
3. Regenerate API reference documentation

Generating API Clients

After updating the OpenAPI spec, regenerate all clients:

./scripts/generate-clients.sh

This generates:

• Rust client: hindsight-clients/rust/ (via progenitor in build.rs)
• Python client: hindsight-clients/python/ (via openapi-generator Docker)
• TypeScript client: hindsight-clients/typescript/ (via @hey-api/openapi-ts)

Note: The maintained wrapper hindsight_client.py and README.md are preserved during regeneration.

Running the Documentation Site

./scripts/dev/start-docs.sh

Running the Control Plane

./scripts/dev/start-control-plane.sh

Code Style

Python (hindsight-api)

• Use uv for package management
• Async throughout (asyncpg, async FastAPI endpoints)
• Pydantic models for request/response validation
• No py files at project root - maintain clean directory structure

TypeScript (control-plane, clients)

• Next.js with App Router for control plane
• Tailwind CSS with shadcn/ui components

Rust (CLI)

• Async with tokio
• reqwest for HTTP client
• progenitor for API client generation

Database

• PostgreSQL with pgvector extension
• Schema managed via Alembic migrations in hindsight-api/alembic/, db migrations happen during api startup, no manual commands
• Key tables: banks, memory_units, documents, entities, entity_links

Branding

Colors

• Primary: gradient from #0074d9 to #009296