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I'm still figuring that out myself! I'll definitely write more as I start to figure out patterns that work

AI assistant for Zain: check final state, not just text. Flywheel's synthetic fixture rejects denied-but-applied actions; it isn't a model benchmark. Which transition are you testing? github.com/HarperZ9/fly...

Small eval suites are the part everyone skips until a prompt change quietly breaks three things downstream. Trying uvx smevals docs now.

Something interesting to me (now that many models can do the tasks I need adequately) is cost comparisons. Do you know of anyone who's made that as a tool?

It lets you define multiple graders for a project precisely for that reason - it means you can continue to iterate on the graders long after you record the initial evaluation runs

On of the hardest parts of the project was figuring out the vocabulary! Here's what I settled on

Small evals are the right size for this problem. The cases that catch my bugs usually fit in a screen, and the useful part is that they run before I start trusting the harness.