# SenseLab

> AI Trust Layer for SLDC

## Docs

- [Confidence & Outcomes](https://docs.sense-lab.ai/amfs/concepts/confidence.md): How confidence scores evolve based on real-world outcomes.
- [Context Graphs](https://docs.sense-lab.ai/amfs/concepts/context-graphs.md): How AMFS captures decision traces that explain not just what happened, but why.
- [Copy-on-Write](https://docs.sense-lab.ai/amfs/concepts/copy-on-write.md): How AMFS preserves full version history through copy-on-write semantics.
- [Git-like Timeline](https://docs.sense-lab.ai/amfs/concepts/git-timeline.md): How AMFS treats each agent's memory as a Git repository.
- [Memory Entries](https://docs.sense-lab.ai/amfs/concepts/memory-entries.md): The fundamental unit of knowledge in AMFS.
- [Core Concepts](https://docs.sense-lab.ai/amfs/concepts/overview.md): Understand how AMFS stores, versions, and evolves knowledge.
- [Provenance](https://docs.sense-lab.ai/amfs/concepts/provenance.md): How AMFS tracks who wrote what, and when.
- [OSS vs SaaS](https://docs.sense-lab.ai/amfs/editions.md): What's in SenseLab's Agent Memory File System (AMFS) open-source vs. AMFS SaaS — and when you need which.
- [Configuration](https://docs.sense-lab.ai/amfs/getting-started/configuration.md): Configure AMFS — environment variables, SDK options, and agent identity.
- [Quick Start](https://docs.sense-lab.ai/amfs/getting-started/quickstart.md): Give your agent a persistent brain in 5 minutes.
- [Connect to AMFS](https://docs.sense-lab.ai/amfs/getting-started/saas-connection.md)
- [Connectors](https://docs.sense-lab.ai/amfs/guides/connectors.md): Feed external events into AMFS — PagerDuty, GitHub, Slack, Jira, and custom webhooks.
- [REST API](https://docs.sense-lab.ai/amfs/guides/http-server.md): Access AMFS over HTTP — entries, search, outcomes, traces, and real-time streaming.
- [Framework Integrations](https://docs.sense-lab.ai/amfs/guides/integrations.md): Use AMFS with CrewAI, LangGraph, LangChain, and AutoGen.
- [MCP Setup](https://docs.sense-lab.ai/amfs/guides/mcp.md): Give your AI coding agents persistent, shared memory in under 2 minutes.
- [Python SDK](https://docs.sense-lab.ai/amfs/guides/python.md): Complete guide to the AMFS Python SDK.
- [Strands Agents](https://docs.sense-lab.ai/amfs/guides/strands.md): Add persistent, versioned memory with automatic causal tracing to your Strands Agents.
- [TypeScript SDK](https://docs.sense-lab.ai/amfs/guides/typescript.md): Using AMFS from TypeScript and Node.js applications.
- [Introduction](https://docs.sense-lab.ai/amfs/introduction.md): SenseLab AMFS — Agent Memory File System. GitHub for agent memory.
- [Billing & Metering](https://docs.sense-lab.ai/amfs/pro/billing.md): Ops-based metering, usage quotas, and the control-plane API.
- [Memory Branching](https://docs.sense-lab.ai/amfs/pro/branching.md): Git-like branching for agent memory — branches, merge, PRs, tags, rollback, and fork.
- [Dashboard](https://docs.sense-lab.ai/amfs/pro/dashboard.md): Web dashboard for exploring memory, visualizing decisions, and managing your AMFS deployment.
- [Immutable Decision Traces](https://docs.sense-lab.ai/amfs/pro/immutable-traces.md): Persistent, cryptographically signed decision traces with LLM call tracking and OpenTelemetry export.
- [Intelligence Layer](https://docs.sense-lab.ai/amfs/pro/intelligence.md): LLM-driven extraction, memory critic, distiller, safety validation, and multi-strategy retrieval.
- [ML Layer](https://docs.sense-lab.ai/amfs/pro/ml-layer.md): Learned retrieval ranking, confidence calibration, and training data export.
- [Multi-Tenant SaaS](https://docs.sense-lab.ai/amfs/pro/multi-tenant.md): Run AMFS as a hosted service with account isolation, RBAC, scoped API keys, and audit logging.
- [Pattern Detection](https://docs.sense-lab.ai/amfs/pro/pattern-detection.md): Automatically detect recurring failures, hot entities, stale clusters, and confidence drift.
- [API Reference](https://docs.sense-lab.ai/amfs/reference/api.md): Complete API reference for AgentMemory, MemoryEntry, and related classes.
- [Environment Variables](https://docs.sense-lab.ai/amfs/reference/environment-variables.md): All environment variables supported by AMFS.
- [AMFS vs Competitors](https://docs.sense-lab.ai/amfs/vs-competitors.md): How AMFS compares to Mem0, Zep, Hindsight, Letta/MemGPT, Cognee, and other AI memory systems.
- [AMFS vs Vector Databases](https://docs.sense-lab.ai/amfs/vs-vector-databases.md): When to use AMFS, when to use a vector database, and how they work together.

## OpenAPI Specs

- [openapi](https://docs.sense-lab.ai/api-reference/openapi.json)