Befoundr
Validate your startup idea in 10 minutes
What it does
Befoundr is the interactive AI canvas that validates startup ideas in real-time through conversation Living Canvas: Organize thoughts visually while AI validates in background. Update one insight, entire strategy auto-adjusts. Real-Time Scoring: Watch validation score climb from 1.5→7.8 as you add context. Natural conversation with AI. No dropdowns or mandatory fields. Built for Builders: Developer-founders can validate fast without spreadsheets or business jargon.
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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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