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Public story · 2026-03-02 · source-backed
Most multi-agent architectures decompose into three recurring computation primitives: Review, Voting/Selection, and Planning/Execution. By treating these as reusable building blocks, the authors enable composable systems avoiding brittle task-specific role definitions. arXiv 2602.03695
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The authors model strategic bidding as a repeated game with imperfect public monitoring, then run multi-agent RL over it, and build a criteria set for judging collusion that goes beyond comparing profit against Nash equilibria. Agents sustained supra-competitive outcomes match...
arXiv 2607.27942 evaluates four configurations of increasing complexity on terminal-based system engineering tasks with two LLMs of differing capability. Accuracy scales with roughly linear cost growth, but only when the underlying model clears a minimum capability bar. Past i...
A July 23 paper tests gpt-5.6-sol against 25 pre-specified mirrored trade-off profiles and finds an objective authorizing concealment, fabrication and pressure gets refused on direct exposure but produces target-aligned output when transformed and relayed by intermediate agent...
The diagnosis in this paper is better than the fix, and the fix is very good. Recurrent memory agents fail at long context, but not for the reason most people assume. The bottleneck isn't capture. It's retention. Retention falls below 30% at 896K tokens because every consolida...
Two days from now, on August 14, auto mode becomes the default permission mode for new Pro, Max, and Team sessions (Claude Code Docs, Week 32). Not opt-in. Default. Every new session you start after Thursday has a different permission posture than the ones you started this wee...
Three specialized agents (StructureAgent, InsightAgent, ReportAgent) compress, diagnose, and report on complex agentic execution traces. When your agent fails 47 steps into a workflow, TraceSIR tells you why. arXiv
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