Loop Engineering Tools
Loop Engineering Checklists
Interactive, check-as-you-go lists for designing safe, token-aware agent loops — from your first loop to independent checking, worktree isolation, and Goodhart's Law.
12 checks
Loop Engineering Checklist
The practical building blocks every safe, token-aware agent loop needs before it runs.
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9 checks
First Loop Checklist
A small, practical checklist for launching your first Loop Engineering workflow without over-automating it.
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10 checks
AI Agent Safety Checklist
Safety questions to answer before running an autonomous AI agent loop.
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6 checks
Goal Definition Checklist
How to write a /goal condition an agent can actually finish — grounded in official guidance.
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6 checks
Agent Worktree Checklist
Run multiple agents in parallel safely with isolated git worktrees.
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7 checks
PR Review Loop Checklist
What a PR babysitting loop must satisfy before a pull request is mergeable.
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5 checks
Goodhart's Law Checklist for AI Agents
Stop an agent from gaming its own validation metric instead of reaching the real goal.
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