# AI Agent Weekly Operator Review Template

Use this free weekly review when AI coding agents are part of a real workflow, not just one-off experiments.

The review turns each week of agent runs into decisions: what to keep, what to stop, what to verify better, and what to turn into a reusable template.

## Copy/Paste Weekly Review

```markdown
# Weekly Operator Review

Week:

## Wins

- Best agent run:
- Most useful verification check:
- Biggest time save:

## Rework

- Worst agent run:
- Main cause:
- Prevention rule:

## Costs

- Highest-cost run:
- Was it worth it:
- What to stop doing:

## Memory

- Lesson to promote:
- Stale rule to delete:
- Workflow to template:

## Next Week

- One workflow to improve:
- One verification gap to close:
- One product or revenue action:
```

## Review Questions

| Area | Question | Evidence To Check |
| --- | --- | --- |
| Wins | Which run saved the most real time? | Run log and cost tracker |
| Verification | Which check prevented a false done claim? | Verification ledger |
| Prompt quality | Which prompt should be promoted or changed? | Prompt library and failure modes |
| Scope control | Did any agent touch unrelated files? | Diff and run brief |
| Cost | Which run was not worth repeating? | Cost tracker |
| Revenue | Did any action create paid demand? | Order issues, checkout, or seller dashboard |

## Weekly Decision Rules

- Promote a prompt only when at least one successful run has evidence.
- Add a failure mode when the same mistake appears twice.
- Retire an agent workflow when it repeatedly needs manual cleanup.
- Treat order requests as demand signals only; treat revenue as proven only from checkout or seller dashboard evidence.
- Choose one verification gap to close next week.

## Public Companion Files

- Run log template: https://ivelly42.github.io/agent-ops-command-center/codex-claude-run-log-template.md
- Cost tracker template: https://ivelly42.github.io/agent-ops-command-center/cost-tracker-template.md
- Verification ledger template: https://ivelly42.github.io/agent-ops-command-center/verification-ledger-template.md
- Failure modes database: https://ivelly42.github.io/agent-ops-command-center/failure-modes-database-template.md
- Prompt library template: https://ivelly42.github.io/agent-ops-command-center/prompt-library-template.md

## Full Template Pack

The paid Agent Ops Command Center pack expands this free review into a full Notion-ready workspace:

- agent registry;
- run log;
- prompt library;
- verification ledger;
- cost tracker;
- failure modes;
- weekly operator review;
- operating templates for run briefs, review briefs, RCA, release gates, and weekly reviews.

The full pack target price is `$29`. Early access requests are collected here:

https://github.com/ivelly42/agent-ops-command-center/issues/new?template=order-request.yml