How do you do cross entropy analysis for Claude without logits?

I assume Kimi does provide logits. You can do cross entropy both ways. With slightly different results.

Edit: No that doesn't seem to be what's happening here. I think it's some kind of word frequency analysis.

Another reason to avoid it at all costs if you needed it - https://x.com/thdxr/status/2079623963995467869?s=20

Finally good seeing someone else also getting frustrated with OpenCode and posting the issues.

Just use OpenEvolve for such problems.

An interesting project. I am curious about its cost per unit improvement over each model's best /goal on the author's benchmark.

I use a 2010 Macbook Air with Linux XFCE desktop and it works well for browsing and simple office work.

Using qwen3.6 27b locally with Claude code, it works well for simple coding tasks

You can consider using Frame for the SAST part - https://github.com/lambdasec/frame

no i havent but ill definently look into it

How does it compare to some of the newer mlx inference engines like optiq that support turboquantization - https://mlx-optiq.pages.dev/

the key issue is the interpretation of "consent" when continued use is the only option. aree users truly consenting, or are they simply left with no alternative?