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Three AI Reviews Passed. One Real Legal Case Broke the System.

I had a system that looked ready. One AI model designed the architecture. Another implemented it. Additional models reviewed the output, checked the logic, and produced validation documents. Synthetic legal cases passed several internal checks. Then I tested the system with documents from a real legal case. It confused the parties.

You Won’t Know How Much to Delegate to AI Until You Use It Extensively

TL;DR How much you can delegate to AI, and how much human review it needs, depends on the task and the model. Tasks with few possible solutions and easy rollback are easier to delegate. Tasks with many possible solutions, product-policy implications, or long-term maintenance impact need human decision-making alongside AI.

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