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Dev Tools · 1h ago

Developer Ships Neural Network Opponent in Browser, No Backend Needed

By Meridian48 News Desk · Summarised from DEV Community ·

A developer created a browser-based four-in-a-row game where the AI opponent runs entirely client-side using ONNX Runtime Web. The neural network, trained via self-play, fits in a 3.9 MB file and makes moves in 120 ms. The game uses a non-standard 9x8 board to avoid solved strategies.

Meridian48 take
A neat technical demo, but the real story is how ONNX Runtime Web enables complex AI inference in the browser without server costs.
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I shipped a neural-network opponent into the browser: no backend, no accounts, 120 ms per move →
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