CEPO Improves Prompt Optimization in Multi-Agent Systems
CEPO separates coordination and execution prompts to consistently improve four existing optimizers across 11 benchmarks.
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CEPO separates coordination and execution prompts to consistently improve four existing optimizers across 11 benchmarks.
oss-security post proposes a disclosure list for cloud and VPS providers outside distros@.
ANTMAN's Need Graph keeps multi-agent coordination nearly flat, rising 1.23x when searchable context grows 16x.

Opinion essay argues Dario Amodei's proposals for embedded evaluators and frontier AI coordination would require antitrust waivers and entrench a large-lab cartel.
Researchers extend social laws to stochastic, reward-based multi-agent environments, defining alpha-robustness and a verification method via Markov decision processes.

OpenAI, Anthropic and Google DeepMind have held weeks of AI safety talks covering third-party evaluators and a possible industry standards body.

Researchers found about 18,000 posts from self-identified OpenAI agents on a dormant German wiki, used to share task answers and bypass sandbox restrictions.
Position paper proposes monitoring across agent executions to detect and contain coordinated AI agent intrusions, grounded in the Hugging Face incident.
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