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BROWSER-AUTOMATION-AI4 MIN READ

Sort browser run signals

Separate evidence, interpretation, decision, and action when diagnosing browser-agent runs.

Classify each run-review statement by its role in disciplined debugging. Observe Orient Decide Act Screenshot shows an MFA challenge after login on record 42 The failure pattern appears only on admin-owned records Exclude admin-owned records from the rerun until credential scope is approved Run records 43-60 with the same prompt and admin records filtered out Network log shows three 429 rate-limit responses in the last minute The likely cause is rate limiting, not selector drift Add a per-domain throttle before any wider rerun Deploy the throttle and rerun a 10-record sample

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