LabClaw

Open-source infrastructure for AI-native scientific labs.

LabClaw provides a standard framework for running scientific workflows with AI agents — from real-time data capture to hypothesis generation to self-improving experimental design.

Layer 5  PERSONA    Digital lab staff with training and promotion pipeline
Layer 4  MEMORY     Markdown + Knowledge Graph + Shared Blocks
Layer 3  ENGINE     OBSERVE → HYPOTHESIZE → EXPERIMENT → VALIDATE → EVOLVE
Layer 2  INFRA      FastAPI Gateway, Event Bus, Dashboard, Edge Nodes
Layer 1  HARDWARE   Device Registry, Safety Checker, Protocol Adapters

Open source, expanding to all experimental sciences.