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Interactive Explainers

Study pages for engineers who need to understand a mechanism well enough to make a call. Each section is one claim, proved by an interactive figure you can push to its flip point; every sentence traces to a source.

GRPO: Group Relative Policy Optimization

How GRPO turns a handful of sampled answers into a training signal without a value network: a primer, four interactive studies and the decisions they settle

18 min · 5 studies · 12 sources · updated 2026-08-22 · draft

MCP 2026-07-28: Stateless Core, Extensions, Tasks

What the 2026-07-28 revision of the Model Context Protocol changes and how the new mechanisms behave: seven stepped figures, their notes quoted or paraphrased from the specification and the extension specs, plus what to build with today

20 min · 7 studies · 18 sources · updated 2026-08-22 · draft

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