A Computer-Use Agent Needs a Second Meaning of Success
Hermes now tells a desktop-driving agent whether an input merely reached a driver or was actually confirmed to have changed the interface—and it makes foreground escalation a separate decision.
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OpenWork's newest MCP work carries a provider's structured authorization link through a failed tool call, so the person who owns the account can act instead of watching an agent retry the wrong problem.
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OpenClaw is making a simple rule explicit: when an agent writes a file, a review surface should show the patch it can prove—and show uncertainty when it cannot.
Gemini CLI’s Caretaker Has Permission to Read, Not to Act
Gemini CLI’s new issue-triage worker gives its model a read-only repository view, then keeps labels, comments, retries, and escalation in a separate validated program.
The Hard Part of an Agent Protocol Rewrite Is Yesterday
Tau is replacing its legacy agent protocol with Pi-compatible shapes, but its more consequential promise sits at the JSONL boundary: old sessions are meant to cross without pretending the old runtime still exists.
How AI Agents Work
The long-form map behind the daily paper: context, tools, loops, memory, delegation, safety, interface, and trust.