Tag: scalable-oversight

All the articles with the tag "scalable-oversight".

• Society of Models: A Citation-Grounded Survey of AI Agent Collaboration Research (2023–2026)

  1 May, 2026

  An end-to-end survey of AI agent collaboration as it stands in May 2026, grounded in 100+ citations from ICML/ICLR/NeurIPS 2023–2026 and arXiv. Architectures (AutoGen, MetaGPT, Magentic-One, OpenHands, ADAS, AFlow), communication protocols (MCP, A2A), critic/verifier patterns (Self-Refine, Reflexion, LLM-Modulo), planning and decomposition (ReAct, Tree-of-Thoughts, CodeAct, GPTSwarm), benchmarks (SWE-bench, GAIA, WebArena, OSWorld, τ-bench, MLE-bench, TheAgentCompany), the contrarian compute-fair-comparison literature (Stop Overvaluing MAD, Agentless, Mixture-of-Agents rethinks), and safety/control (AI Control, debate, collusion, AgentHarm). With negative results and the methodological crisis foregrounded.