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Build Smarter Forms with AI
What it does
𝐖𝐞𝐩𝐡𝐨𝐫𝐚 𝐢𝐬 𝐚𝐧 𝐀𝐈-𝐩𝐨𝐰𝐞𝐫𝐞𝐝 𝐟𝐨𝐫𝐦 𝐛𝐮𝐢𝐥𝐝𝐞𝐫 𝐭𝐡𝐚𝐭 𝐡𝐞𝐥𝐩𝐬 𝐭𝐨 𝐜𝐫𝐞𝐚𝐭𝐞, 𝐩𝐮𝐛𝐥𝐢𝐬𝐡, 𝐚𝐧𝐝 𝐦𝐚𝐧𝐚𝐠𝐞 𝐬𝐦𝐚𝐫𝐭 𝐝𝐢𝐠𝐢𝐭𝐚𝐥 𝐟𝐨𝐫𝐦𝐬 𝐟𝐚𝐬𝐭𝐞𝐫. 𝘉𝘶𝘪𝘭𝘥𝘪𝘯𝘨 𝘧𝘰𝘳𝘮𝘴, 𝘴𝘶𝘳𝘷𝘦𝘺𝘴, 𝘧𝘦𝘦𝘥𝘣𝘢𝘤𝘬 𝘧𝘰𝘳𝘮𝘴, 𝘳𝘦𝘨𝘪𝘴𝘵𝘳𝘢𝘵𝘪𝘰𝘯𝘴, 𝘢𝘱𝘱𝘭𝘪𝘤𝘢𝘵𝘪𝘰𝘯𝘴, 𝘢𝘯𝘥 𝘤𝘭𝘪𝘦𝘯𝘵 𝘪𝘯𝘵𝘢𝘬𝘦 𝘸𝘰𝘳𝘬𝘧𝘭𝘰𝘸𝘴 𝘞𝘪𝘵𝘩 𝘈𝘐 𝘨𝘦𝘯𝘦𝘳𝘢𝘵𝘪𝘰𝘯, 𝘤𝘶𝘴𝘵𝘰𝘮𝘪𝘻𝘢𝘵𝘪𝘰𝘯, 𝘢𝘯𝘢𝘭𝘺𝘵𝘪𝘤𝘴, 𝘢𝘯𝘥 𝘳𝘦𝘴𝘱𝘰𝘯𝘴𝘦 𝘵𝘳𝘢𝘤𝘬𝘪𝘯𝘨
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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, July 2026
the whole month →- IR
I might be the only SRE on Earth with his own bowling center. It's a more in-depth gig than you'd think. My family and I bought an abandoned 8-lane bowling center in the rural mid-west. In our small town there weren't many recreation options for families. You've heard of a food desert? This is an R&R desert. It had been abandoned for a good reason. The roof leaks, the electrical system was constantly surging, and my 70-year-old bowling equipment (still) doesn't work perfectly. The system that keeps your score is particularly interesting to me. It's the thing you watch during your game, but…
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Life & fun · Jul 2026 · 18words.com
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Over the past few months, our team has been building more and more slidedecks using web frontend technologies with coding harnesses like Claude Code, but a common complaint is to make even small edits we need to edit the code either manually or via the harness. To avoid this loop, I ended up creating Bento, a single HTML file with everything you need in a slide tool including animations and shared editing. There's no install or cloud login, everything works offline. The default deck is around 560 KB and it doesn't need to fetch anything once you got it. Open it in a browser and then you can…
Dev tools · Jul 2026 · bento.page
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A few days ago I found myself trying out GLM 5.2 and was really positively impressed. The capabilities and security I was getting from this LLM are similar to those I've gotten from models like Claude or GPT, and this really surprised me. But then I thought, "I wonder how it would work on a normal computer like mine," and above all, "I wonder if it would work without going into OOM on a computer like mine." So I started working with the help of agents to test this possibility. I started converting the model to int4, understanding MTP usage, and if possible implementing DSA for long context.…
AI · Jul 2026 · github.com
