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Blogccasion

Guest blog post on Cross-Origin Storage in Transformers.js Your MP3s from Google Drive in Music Assistant on Home Assistant A polyfill for the HTML switch element Using the Web Monetization API for fun and profit Running Node.js in a Hugging Face Space For all that's holy, can you just leverage the Web, please? What a diff'rence a semicolon makes Setting the COOP and COEP headers on static hosting like GitHub Pages Playing with AI inference in Firefox Web extensions
Prompt API color sensitivity
Thomas Steiner · 2025-09-10 · via Blogccasion

I was playing with stress-testing the multimodal capabilities of the Prompt API and thought a nice test case might be to have the model read the current time painted on a <canvas>. As with my last Prompt API exploration, I'm again using a response constraint, the HH:mm:ss regular expression /^([0-1][0-9]|2[0-3]):([0-5][0-9]):([0-5][0-9])$/. The prompt is "Read the time that you can see in this image and print it in HH:mm:ss format."

To my surprise, the model (Gemini Nano in Chrome) seems to be quite color-sensitive. I found that the model often gets the time wrong in dark mode when a red font is used to paint on the canvas. (The Canvas CSS system color is #121212 in Chrome in dark mode.) I checked the contrast between CSS #ff0000 (that is, red) and CSS #121212 (that is, black-ish) and it's 4.68:1, which for large text passes both WCAG AA and WCAG  AAA.

Not something really super actionable, other than maybe a heads up to play with color-preprocessing if the model's recognition performance is poorer than you expected.

Oh, and almost forgot the results of my stress test: on my MacBook Pro 16-inch, Nov 2024 with an Apple M4 Pro and 48 GB of RAM, the model was able to keep up with about one complete (but not necessarily correct) prompt response per second. (Yes, I know that this machine is not what the average user has.)

Test case showing the model gets the time wrong in dark mode when a red font is used to paint on the canvas.

You can play with the demo embedded below, or check out the source code on GitHub. Toggle between light mode and dark mode and choose red or CanvasText as the font color.

Update: It's a lot worse if the canvas background color is pure black #000000. I've updated the demo to use pure black, and have filed a Chromium bug.