
Mixup
creative photo magic
What it does
Mixup lets you create weird and wonderful photos using “recipes” — human written prompts with blanks for photos, text, and sketches. Browse the feed and remix anyone’s creation by swapping in your own stuff, or dream up a new recipe for others to play with. Some turn out beautiful. Some turn out bizarre. All are uniquely human. Behind the curtain, Mixup uses the latest and greatest generative AI tech— but it’s the people who make it shine.
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I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15). The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device. The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.
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Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
AI · 26d ago · cactuscompute.com


Launched alongside, November 2025
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Life & fun · Nov 2025 · bitsnpieces.dev



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