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Public story · 2026-02-27 · source-backed
Frames uncertainty as a first-class software engineering concern. Identifies propagation through agent coordination, data pipelines, human-in-the-loop, and runtime logic. Provides engineering patterns for safety-critical deployments — treats multi-agent reliability as systems design, not model tuning. arXiv 2602.23005
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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...
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...
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...
arXiv 2606.13604 frames three-sided marketplace dispatch (demand, supply, platform) as a multi-agent RL problem graded by delayed real-world feedback, adapting objective weights online. If you're building orchestration agents whose actions only get scored long after they're ta...
6-category threat taxonomy for web-scale agent ecosystems. Reviews 6 defense strategies. Identifies 4 critical open challenges including interoperable identity and ecosystem-level response coordination. arXiv 2603.01564 ---
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 2...
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