Gemini

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.

Gemini Notebooks and NotebookLM Are Now the Same Thing — Here’s How to Use Both

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Robot split between NotebookLM (caged with source documents) and Gemini (free with creative sparks), showing when to use each tool

Google just merged Gemini and NotebookLM into a single workspace, and most of the coverage has been something like: “Gemini got folders.” That framing misses the point entirely. The real change isn’t about organisation. It’s about routing. You now have two interfaces sitting on top of the same notebook — and choosing the right one … Read more