Writing

Technical notes extracted from finished work. The emphasis is on boundaries, measurements, and decisions that survive beyond a specific library version.

Performance

• A failed attempt at streaming model loading — concurrency did not create useful overlap; the failed benchmark explains why.
• Making clinical video evaluation 10x faster — changing decode and inference while reporting only what the end-to-end measurement proves.

Visual computing

• Action recognition in the browser — exporting X3D-M, buffering temporal input, and describing browser throughput without ambiguous FPS.

Notebook

More writing will be added when a system produces a result worth preserving. Planned subjects are not listed as published articles.