Pilot browser agents with a PDCA loop

The move: scale browser automation through learning loops. Plan Write the hypothesis: 'If the agent receives clean records, it can complete the portal update and return confirmation IDs with less than 2 percent exception rate.' Add limits: record type, batch size, permissions, rollback, and owner. Do Run the smallest batch that teaches you something. Capture logs, screenshots at decision points, inputs, outputs, and any human interventions. A browser agent without run evidence is hard to improve. Check and Act Compare expected outcomes to actual outcomes. Count completions, exceptions, retries, page-state mismatches, and any incorrect side effects. Act by standardizing the…

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