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Machine Heart
Machine Heart
Apr 14, 2026 · Artificial Intelligence

EverOS Global Beta Unveils Self‑Evolving Memory Layer for AI Agents

EverOS launches a global beta of its next‑generation memory infrastructure that lets autonomous agents automatically extract experience, cluster it semantically, and evolve reusable skills, boosting OpenClaw task success rates by up to 234.8% while addressing context‑window limits, multimodal retrieval, and developer transparency.

AI memoryEverOSEvoAgentBench
0 likes · 21 min read
EverOS Global Beta Unveils Self‑Evolving Memory Layer for AI Agents
PaperAgent
PaperAgent
Feb 14, 2026 · Artificial Intelligence

Can Self‑Evolving AI Societies Remain Safe? Exploring the Self‑Evolution Trilemma

An in‑depth analysis of the OpenClaw‑derived Moltbook AI agent network reveals a “Self‑Evolution Trilemma” where continuous self‑evolution, complete isolation, and perpetual safety cannot coexist, supported by information‑theoretic definitions, empirical observations of cognitive decay, alignment failures, communication collapse, and proposed thermodynamic mitigation strategies.

AI safetySelf-Evolving Agentsagent networks
0 likes · 9 min read
Can Self‑Evolving AI Societies Remain Safe? Exploring the Self‑Evolution Trilemma