Metaclaw

🦞 Just talk to your agent — it learns and EVOLVES 🧬.

Based, Metaclaw works in open source.

Profile

Hey HNSalman, Shuguang and Adil here from Katanemo Labs (a DigitalOcean company).Wanted to introduce our latest research on agentic systems called Signals. If you've been building agents, you've probably noticed that there are far too many agent traces/trajectories to review one by one, and using humans or extra LLM calls to inspect all of them gets expensive really fast. The paper proposes a lightweight way to compute structured “signals” from live agent interactions so you can surface the trajectories most worth looking at, without changing the agent’s online behavior. Computing Signals doesn't require a GPU.Signals are grouped into a simple taxonomy across interaction, execution, and envi

As a business in open source, Metaclaw is listed here with the public details available about it.

Directory data places it at the Show HN launch stage.

Website: arxiv.org/abs/2603.17187