Watch a neural net discover molecules by arguing with itself
Two RL clones duel in-browser with epiplexity selection — no human tuning the explore-exploit knob.
8-bit computer from one NAND gate, a live-evolving neural net, and virtual CPU
Training a neural net to play Pong entirely inside a custom NAND-based CPU.
Computer science students and hardware enthusiasts
Nand2Tetris · Ben Eater's 8-bit computer
Two RL clones duel in-browser with epiplexity selection — no human tuning the explore-exploit knob.
1.58-bit ternary neural networks in 30 KB of vanilla JavaScript — no dependencies.
Academic neural cryptography with error correction—interesting research, niche application.
178K parameter model beats a Pokemon roguelike after the author rage-quit hundreds of times.
This repo compiles stochastic Petri-net control policies into sub-millisecond spiking LIF networks and pairs them with reduced-order plasma simulators and Rust acceleration — not something you see every day. It ships validation against real equilibria/shot databases and a Streamlit dashboard, so the project feels like a serious research-to-prototype pipeline rather than paper-only ideas; the tradeoff is deliberate reduced-order physics (not a TRANSP/GENE replacement), which is fair for real-time control work.
Evolves trading strategies via genetic algorithms instead of manual coding.