GradingPal
AI Grading and Feedback Assistant for K-12
What it does
📚🔥 Grade essays, worksheets, exams, and handwritten work faster and better, across every subject and grade level. GradingPal helps teachers deliver clear, actionable feedback in minutes, boosting student learning outcomes. As a responsible AI grading assistant, GradingPal handles the initial logistics while keeping teachers in full control, supporting educators, not replacing them. It also provides valuable insights into student performance and class-wide trends to strengthen instruction.
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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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