Default state of reality is quiet — you're modeling a film negative.

[spitfire94]

I have an informed intuition you're probably wrongly inverted and could optimize further. Dark interface by default is converging for a reason. The bright and blinding norm is a vestige of pulp print media. Like humans, screaming the pixel as baseline-silence is probably uncomfortable and less distinguishable of contrast outline. You're also missing out on all the pre-encoded meaning that both syntax highlighting and other typographical formatting does for us humans; giving the model as opportunity to slip up doing that themselves.

This is a fascinating idea, and I think it would be well incorporated into the minimal pi harness.

[teamchong]

Thanks for this , "modeling a film negative" is a great framing, and I honestly don't think I have all the answers here.

My working intuition runs the other way, though: the vision encoders behind these models were trained overwhelmingly on dark-text-on-light material (books, PDFs, screenshots, web), so matching that training distribution has mattered more in practice than what a human retina would find comfortable. The few times I've deviated from vanilla rendering (tuned glyph atlases, alternative glyph formats, white-on-dark, syntax highlighting), recall regressed. That said, I haven't run a clean polarity A/B yet, so treat it as an open question.

Really happy the project is sparking ideas like this. Please do push further on the visual-context direction.