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Notes from the practice.

What the research papers actually say, what we shipped to test them, and what we'd build with another week.

August 13, 2026 Agent design

Alignment has a Fantasia problem

A paper from MIT names the failure mode where an LLM agent commits to an underspecified user intent and then faithfully executes the wrong thing. We turned the prescription into a routing skill.
Read the post →— Alignment has a Fantasia problem

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