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SuanNi
SuanNi
Mar 22, 2026 · Artificial Intelligence

How MetaClaw Enables Continuous Evolution of AI Agents Without Model Restarts

MetaClaw introduces a continuous meta‑learning framework that combines instant skill injection with process‑reward‑driven reinforcement learning, allowing AI agents to evolve in real‑time without model restarts, and demonstrates up to 8.25× performance gains on a realistic benchmark suite.

AI agentsMetaClawbenchmark
0 likes · 14 min read
How MetaClaw Enables Continuous Evolution of AI Agents Without Model Restarts
Black & White Path
Black & White Path
Mar 20, 2026 · Information Security

Detect OpenClaw Security Gaps with the Open‑Source Dejavu Baseline Scanner

The article explains why OpenClaw’s autonomous AI‑agent architecture poses serious security risks—exposed ports, default‑off authentication, vulnerable skill plugins, and known CVEs—and presents a seven‑step manual baseline audit plus the open‑source Dejavu tool that automates these checks.

AI agentsCVEDejavu
0 likes · 16 min read
Detect OpenClaw Security Gaps with the Open‑Source Dejavu Baseline Scanner