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Turn the spoken need into a clear brief.

Output: Intent brief

Human approval: You confirm the need and the people it should help.

Break the brief into steps and acceptance criteria.

Output: Acceptance criteria

Human approval: You set the priorities, limits and budget.

Check for missing access, tools and information.

Output: Access checklist

Human approval: You authorize access and resolve the blockers.

Sketch the workflow and its reversible choices.

Output: Workflow sketch

Human approval: You approve the workflow before construction.

Build the smallest workflow that meets the brief.

Output: First working draft

Human approval: You try the draft and point out the gaps.

Correct a gap, then compare both versions.

Output: Revised workflow draft

Human approval: You keep the correction or request another build.

Test the workflow, errors and edge cases.

Output: Test evidence

Human approval: You inspect the evidence and send failures back to build.

Have another agent examine the code and risks.

Output: Independent review notes

Human approval: You accept the review or request a correction.

Prepare a pilot and rollback plan before release.

Output: Pilot release plan

Human approval: You authorize release to the chosen audience.

Assess quality, time and full cost per accepted task.

Output: Evaluation summary

Human approval: You judge usefulness and choose what to improve.

Connect field feedback to the plan’s acceptance criteria.

Output: Feedback priorities

Human approval: You choose which feedback should reshape the plan.

Bring the lessons into the next spoken brief.

Output: Next cycle brief

Human approval: You start another cycle or choose to stop.