Prized
Let non-engineers build secure internal tools
What it does
Prized lets ops, support, and finance teams build and ship secure internal tools with AI. Company data pre-connected and scoped, an audit trail on every access, one-click deploy behind your company sign-in.
Prized is an always-on dev box that feels like localhost. Two-way sync, ports mirrored to localhost, sessions that never die. Seven sizes, plans from $10 a month, billed by the hour.
A dev box in the cloud, set up like your laptop in one command. Files synced, ports on localhost, agents that keep working when the lid closes. Edit on the box or on your laptop. Changes land on the other side in about 100 ms. A server on the box is localhost on your laptop seconds later. Localhost-only servers and websockets included. Detach at your desk, reattach from the train. Everything is where you left it. The same session from another laptop, the dashboard’s terminal in a browser, or your phone. Nothing depends on the machine in front of you. Nothing here spins up for a task and vanishes. The box boots once and keeps its disk, its tools and its dotfiles for as long as you keep it.…from prized.dev
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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…
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Launched alongside, August 2026
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Life & fun · 10d ago · louisabraham.github.io


- SA
Hello HN! I found that picking out plausible but diverse skin tones for my digital art and game development projects was kind of difficult, and I got curious about if there was a way to define a color space that made it easy. I've built a color picker and procedural generation algorithm based on the space as well as a bunch of other fun js features and demos throughout the page that use the equations. If you find it interesting, I have lots of explanations of how I built it and what properties the space has. The methodology might be a bit shaky, but hopefully the result is as helpful for…
Life & fun · Aug 2026 · toneyalexander.github.io


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.
AI · 17d ago · simedw.com