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Agents2026-08-06 · source-backed
arXiv 2608.02764 targets agents that issue refunds, reserve inventory and move money, where budgets and approval status change between authorization and effect. The authors define policy-state serializability: committed effects must be explainable as authorized against the policy state immediately before they occur. A PostgreSQL prototype prevented stale authorizations that baselines passing policy state as ordinary request context missed, while holding delayed approvals without blocking unrelated work. If your agent touches money, read this one.
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MIT-licensed alpha. Each "coworker" gets a real browser with its own logins, its own files and only granted tools, with every action decided before it happens and recorded after. Runs on Docker Compose against your own PostgreSQL, no model ships in the box, admin credentials e...
The failure mode is a well-formed but policy-forbidden call, cancel a booking, change a passenger count, that neither the tool nor the agent's self-report flags (arXiv). In the airline domain tested, the fix wasn't more reasoning. It was cheap, read-only deterministic gates th...
arXiv:2606.07889 names a failure mode where a coding agent holds information that should change its behavior, states that information out loud, and then acts against it anyway. The authors propose detecting this in execution trajectories as a pre-failure signal. For anyone run...
In an Oracle-to-PostgreSQL migration study over 1,006 PL/SQL files, cross-agent experiments ran 1,802 Oracle scripts through Amazon Kiro, Gemini and Copilot. The worst replicated case was Gemini consuming a Kiro-origin specification directly: Token F1 of 0.035, SQL validity 2....
Li, Huo, and Johnson show that one-way message flow between agents produces neither mimicry nor solo behavior but an entirely novel dynamical state, at identical temperature settings. It's conceptual rather than quantitative, but the implication for orchestrator-worker fan-out...
ECP captures agent outputs, tool invocations, and audit context uniformly, with adapters for LangChain, LlamaIndex, CrewAI, and PydanticAI so the same checks run against any of them. arXiv The authors explicitly label it work-in-progress with the method set expected to change....
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