Explore essays on governed autonomy, approval design, audit trails, and multiplayer work with AI agents.
Newest articles first, ranked by publish date.
Google Docs beat Word by going multiplayer. Figma beat Photoshop. AI has not had that moment yet, and the missing piece is not shared context. It is shared control.
How to design agent identity, delegation, authorization, and credentials without turning automation into invisible impersonation.
Open protocols are solving how agents reach tools. The harder problem is deciding what an agent may do, proving what it did, and stopping it mid-run. Here is how we think about that.
The jump from AI assistance to AI execution is not a model problem alone. It is an operating model problem: who owns the work, what systems can be touched, and how every action is reviewed.
The engineering behind approval gates: suspension, evidence, expiry, revalidation, revocation, and safe continuation.
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