Agent Sandboxes Are Learning Their Cleanup Rules
Fresh Codex and Hermes commits point to a practical agent shift: the local machine is becoming part of the runtime contract, with workspace roots, filesystem denies, Docker persistence, orphan cleanup, and lifecycle commands written down in code.
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Full history ›Agent Failure States Are Becoming Instructions
Fresh LangChain, Crush, Gemini CLI, and OpenClaw commits show agent tools turning denial, fallback, routing, and policy drift into explicit next steps.
Agent Work Is Getting a Back Button
Fresh Codex and Hermes commits show a practical shift in agent tooling: longer-running work now needs recovery rails, not just more controls.
Agent Policy Is Moving Into Delivered Layers
Fresh Codex and Hermes commits point to a new control-plane pressure: the rules an agent follows are starting to arrive as cloud bundles, layered requirements, and entitlement-aware tool setup instead of only local config choices.
Agent Tool Menus Are Becoming Runtime Infrastructure
Fresh Codex and Hermes commits show a quieter agent shift: the visible list of tools is becoming a runtime contract about what can be suggested, enabled, discovered, and checked without breaking the session.
How AI Agents Work
The long-form map behind the daily paper: context, tools, loops, memory, delegation, safety, interface, and trust.