Hi, I'm Stanley. 🧠

19-year-old mechanistic interpretability researcher studying the inner workings of AI systems.

I reverse engineer neural networks to understand how they think and learn.

Recent Research

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Taming Incidental Polysemanticity in Toy Models

Blog Post • October 19, 2025

Systematic ablation study showing L2 regularization reduces feature entanglement 17.9% vs L1 (p<0.01) in overcomplete networks, challenging conventional sparsity assumptions.