AI Loop Workbook
Map the task, finish line, approved inputs, steps, handoffs, quality criteria, and restart logic in one place.
AI systems • Human judgment • Repeatable work
The AI Loop Implementation Kit gives you a practical structure for running, reviewing, and improving an AI-assisted workflow without rebuilding it from scratch.
See availabilityOne visible rhythm for work that returns.
01 The problem
Useful prompts can still become scattered work.
When a task returns, it is easy to improvise again: change the wording, lose a handoff, or rebuild a prompt that worked last time.
This kit gives recurring AI-assisted work a visible place to live, so you can repeat the process, inspect the result, and improve it deliberately.
02 What's inside
A compact operating toolkit
Map the task, finish line, approved inputs, steps, handoffs, quality criteria, and restart logic in one place.
Use practical prompts for planning, producing, checking, recovering context, and preparing a human review.
Keep Plan, Do, Check, Restart, approvals, and one improvement visible across a 13-week rhythm.
Separate work that is ready for human review from work that needs a more careful pass.
Record runs, restarts, changes, and the evidence you learn from over time.
See the method applied to content, lead follow-up, research, support, and ecommerce listing drafts.
03 The method
Keep the loop visible
Define the recurring task, finish line, boundaries, and the fewest useful steps.
Run one bounded step at a time and preserve the output that moves the work forward.
Compare the result with observable criteria rather than a vague request to make it better.
Return to the earliest affected step, keep what passed, and improve only what needs repair.
The boundary matters
The kit is designed for reviewable work. Sending, publishing, spending, account changes, and other consequential actions stay behind explicit human approval.
Status
The product materials are being aligned for Mars B Digital. Pricing, checkout, delivery, and the final free-GPT handoff will appear here only after they are ready and verified.
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