multi-model workflow

Don’t Let an AI Grade Its Own Homework — Use a Second Model to Review

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Don't let an AI grade its own homework. Diagram showing two council models feeding their responses into a single arbiter model that decides what to adopt.

Ask an AI to check its own work and it mostly agrees with itself — the blind spots that shaped the answer also shape the review. Here’s the two-model fix, the AI Council loop I used to design ChainMate, and why you name one model as the arbiter instead of letting them vote.

Claude Usage Limit Reached? Here’s What Actually Happens — and How to Keep Working

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Claude usage limit reached: your work is fine because Claude finishes the task before it stops you. Bars compare how well work survives a limit depending on where it lives, from chat only up to files you own.

Your work is almost certainly fine — Claude finishes the task before it stops you. What actually happens when you hit the limit, what to do in the next five minutes, and the three changes that make the next one a non-event.