Detect and stop manufactured work after a deliverable appears done. Use when a worker has produced a plan, issue, PR, backlog item, research artifact, or follow-up task and you need to verify it was demanded by a real user, acceptance criterion, or blocked decision instead of reward-seeking activity.
Scanned 9/1/2026
Install to Claude Code
npx -y skills add rjmurillo/ai-agents --skill avoiding-manufactured-work --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: avoiding-manufactured-work
version: 1.0.0
description: Detect and stop manufactured work after a deliverable appears done. Use when a worker has produced a plan, issue, PR, backlog item, research artifact, or follow-up task and you need to verify it was demanded by a real user, acceptance criterion, or blocked decision instead of reward-seeking activity.
license: MIT
---
# Avoiding Manufactured Work
Detect follow-up work that exists because the agent wanted to keep helping, not because a real consumer asked for it.
## Sibling skill
Pair this with the `front-gate-before-pipeline` pattern. Front-gate fires before work begins; this skill fires after work appears done. Same root cause (skipping self-evaluation under reward bias), opposite timing.
## Workflow
1. Name the concrete work product under review.
2. Identify the consumer: user, issue, acceptance criterion, failing check, reviewer thread, or blocked downstream decision.
3. If no consumer exists, stop. Do not create a task, issue, PR, memo, or research artifact.
4. If a consumer exists, verify the proposed follow-up is the smallest action that unblocks that consumer.
5. Report the disposition as one of: keep, shrink, defer, or delete.
## Decision Rules
- Keep work that directly satisfies an acceptance criterion, fixes a failing required check, resolves a reviewer thread, or unblocks a named decision.
- Shrink work when the demand is real but the proposed scope exceeds what the consumer needs.
- Defer work when the demand is plausible but no current consumer is blocked.
- Delete work when it is speculative, reputational, performative, or created to make the agent appear thorough.
## Output
Return:
```text
Disposition: keep | shrink | defer | delete
Consumer: <named consumer or none>
Reason: <one sentence>
Next action: <smallest action, or none>
```
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