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in-browser-inference

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A-K-M-Asifuzzaman / Next-Word-Prediction-From-Scratch

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A 19.5M parameter next word prediction transformer trained from scratch RMSNorm, RoPE, SwiGLU, grouped query attention quantised to int8 and running entirely in your browser via WebAssembly. Perplexity 28.3, top 5 accuracy 60.7%, 16ms per prediction, zero inference servers. Ships with the writing app, user dashboard, and admin console.

nlp autocomplete typescript deep-learning nextjs webassembly data-visualization pytorch transformer quantization language-model from-scratch onnx tailwindcss next-word-prediction edge-ai supabase onnxruntime-web bpe-tokenizer in-browser-inference
  • Updated Aug 25, 2026
  • TypeScript

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