Build reliable AI systems
17 min read
How to Stop AI Agents From Repeating the Same Mistake
A plain guide to turning one recurring AI failure into a tested, reviewable rule without claiming the model learned.
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#Hooks
Hooks, gates, validators, and enforcement mechanisms for AI systems.
This tag is a topic filter. It brings together guides from different parts of the Guide library.
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14 min read
What Should AI Need Before It Can Change the Real World?
An autonomy matrix, exact-action contract, and reversible mutation test for AI agents that send, publish, purchase, deploy, delete, or change another system.
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18 min read
What an AI Building System Needs: 12 Practical Parts
A plain-language guide to the 12 parts that keep AI-assisted work accurate, reviewable, and recoverable, backed by a frozen WarpOS audit.
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7 min read
Your CLAUDE.md Is Not An Operating System
CLAUDE.md can give context, but serious agentic work needs hooks, validators, ledgers, and review gates that do not depend on model memory.
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