fleet-memory/skills/hindsight-docs/SKILL.md

name	description
hindsight-docs	Complete Hindsight documentation for AI agents. Use this to learn about Hindsight architecture, APIs, configuration, and best practices.

Hindsight Documentation Skill

Complete technical documentation for Hindsight - a biomimetic memory system for AI agents.

When to Use This Skill

Use this skill when you need to:

• Understand Hindsight architecture and core concepts
• Learn about retain/recall/reflect operations
• Configure memory banks and dispositions
• Set up the Hindsight API server (Docker, Kubernetes, pip)
• Integrate with Python/Node.js/Rust SDKs
• Understand retrieval strategies (semantic, BM25, graph, temporal)
• Debug issues or optimize performance
• Review API endpoints and parameters
• Find cookbook examples and recipes

Documentation Structure

All documentation is in references/ organized by category:

references/
├── best-practices.md # START HERE — missions, tags, formats, anti-patterns
├── faq.md            # Common questions and decisions
├── changelog/        # Release history and version changes (index.md + integrations/)
├── openapi.json      # Full OpenAPI spec — endpoint schemas, request/response models
├── developer/
│   ├── api/          # Core operations: retain, recall, reflect, memory banks
│   └── *.md          # Architecture, configuration, deployment, performance
├── sdks/
│   ├── *.md          # Python, Node.js, CLI, embedded
│   └── integrations/ # LiteLLM, AI SDK, OpenClaw, MCP, skills
└── cookbook/
    ├── recipes/      # Usage patterns and examples
    └── applications/ # Full application demos

How to Find Documentation

1. Find Files by Pattern (use Glob tool)

# Core API operations
references/developer/api/*.md

# SDK documentation
references/sdks/*.md
references/sdks/integrations/*.md

# Cookbook examples
references/cookbook/recipes/*.md
references/cookbook/applications/*.md

# Find specific topics
references/**/configuration.md
references/**/*python*.md
references/**/*deployment*.md

2. Search Content (use Grep tool)

# Search for concepts
pattern: "disposition"        # Memory bank configuration
pattern: "graph retrieval"    # Graph-based search
pattern: "helm install"       # Kubernetes deployment
pattern: "document_id"        # Document management
pattern: "HINDSIGHT_API_"     # Environment variables

# Search in specific areas
path: references/developer/api/
pattern: "POST /v1"           # Find API endpoints

path: references/cookbook/
pattern: "def |async def "    # Find Python examples

3. Read Full Documentation (use Read tool)

references/developer/api/retain.md
references/sdks/python.md
references/cookbook/recipes/per-user-memory.md

Start Here: Best Practices

Before reading API docs, read the best practices guide. It covers practical rules for missions, tags, content format, observation scopes, and anti-patterns — the fastest way to integrate correctly.

references/best-practices.md

Key Concepts

• Memory Banks: Isolated memory stores (one per user/agent)
• Retain: Store memories (auto-extracts facts/entities/relationships)
• Recall: Retrieve memories (4 parallel strategies: semantic, BM25, graph, temporal)
• Reflect: Disposition-aware reasoning using memories
• document_id: Groups messages in a conversation (upsert on same ID)
• Dispositions: Skepticism, literalism, empathy traits (1-5) affecting reflect
• Mental Models: Consolidated knowledge synthesized from facts

Notes

• Code examples are inlined from working examples
• Configuration uses HINDSIGHT_API_* environment variables
• Database migrations run automatically on startup
• Multi-bank queries require client-side orchestration
• Use document_id for conversation evolution (same ID = upsert)

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