#Research
3 posts on Research.
Reading a model's architecture from its safetensors header, without downloading the weights
How I recover a neural network's anatomy from tensor names and shapes alone: 96.8% role accuracy on 510 architectures, from about 46 KB of header. The method behind AI Model Explorer.
Why emotion models fall apart outside the lab (and what actually helps)
Speech emotion recognition looks solved on benchmarks and breaks on real calls. A researcher's tour of domain shift, speaker leakage, metric learning and self-supervised features.
TurboQuant, reviewed: when a theory paper walks straight into production
A close read of TurboQuant (ICLR 2026): random rotations, Lloyd–Max codebooks and a 1-bit QJL residual, and why it went from proof to vLLM and a 17k-star vector index within weeks.