D8
D8M / MetaClaw
Aiming Lab adaptive agent intelligence

Just talk to your agent — it learns and evolves.

MetaClaw turns live conversations into reusable skill and memory signals, helping personal agents improve from real work instead of static prompts alone.

MetaClaw logo
Asyncserving, scoring, training
No GPUrequired for skills mode
Agent-firstOpenClaw-ready

Built for agents that get better in the wild.

Conversation-native learning

Capture what happens in real usage and turn it into better context, memory, and skills.

Skill evolution

Summarize repeatable patterns into reusable skills so the agent improves operationally over time.

Practical deployment

Designed to sit behind existing agent workflows instead of forcing an entirely new interface.

Architecture

A lightweight proxy and memory/skill layer coordinates live agent traffic, background evaluation, and optional training loops.

MetaClaw architecture diagram

A clean static page for d8m.co.

This page was reconstructed from the local Aiming Lab / MetaClaw assets found on the machine. Next step: connect this folder to Cloudflare Pages and point d8m.co + www.d8m.co to it.