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> **Chat with the Research**
> A grounded, cited chatbot over this site's own research and writing. Every claim traces to a page and section, or the assistant declines rather than guesses.
>
> Source: https://jasonstiltner.com/tools/research-chat/

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# Chat with the Research

Ask about the projects on this site — Grounded Commitment Learning, HALA, Aegis, and the rest. Every answer is cited against the pages themselves, or it declines rather than guesses.

The [eval results](https://jasonstiltner.com/tools/research-chat/evals/) are published, including what still fails. See also the [engineering writeup](https://jasonstiltner.com/projects/chat-with-the-research/).

What is the punishment paradox finding in GCL? · How does HALA differ from Grounded Commitment Learning? · Is Aegis production-deployed?

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Answers are generated and may be wrong. Every claim is grounded and cited, or the assistant says so.
