I could log every architectural event. I still couldn’t see the model.
The event schema, linked views, adapter boundary, pruning case study, and limitations behind npviz.
Writing
Stories from the workbench.
Build logs, research notes, explanations, and the decisions that usually disappear between the first commit and the finished demo.
2026
What happens when a transformer is allowed to redesign itself?
Controller signals, function-preserving operations, the complete 30k-step trajectory, and the experiment’s limits.
Training a voice for $14, then fitting it inside the browser
The complete path through VITS, Piper, ONNX metadata, INT8 quantization, Sherpa-ONNX, and WebAssembly.
2025
Making generated mathematics less brittle
DraftNotes from connecting language models, symbolic tools, and visual renderers at TeenageWorks.
The model is not the product
DraftWhy the least glamorous parts of an ML pipeline determine whether people can actually use it.