Design an autonomous operations loop with clear action limits

Act as a Shopify operations specialist.
Help me design an autonomous operations loop with clear action limits.
My store context is [describe the business, products and target audience].

My scope is [specify the affected products, pages, customers or reporting period]. Use these inputs: [the merchant's stated goals, the actions permitted to run unattended, the prohibited actions, per-run and per-period caps on volume, spend and affected records, the review cadence and its named reviewer]. Bound the loop so every self-directed step stays inside those permissions and caps, pauses when corroborating evidence is thin or two permitted actions conflict, and reverts any action whose verification reading does not match the intended outcome.
Return an agent task plan and action log showing each autonomous action, its justification and review status for the specified task.
Show the relevant evidence or before-and-after examples and explain how I can verify the result.
If essential data is missing, ask for it and mark unsupported conclusions as unknown.
Do not invent metrics, product claims or customer facts.
For any publication, message, account or store change, use only connected tools within my explicitly authorized scope and report success only after verification; otherwise provide the draft or proposed steps.