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Research conducted with AI, and research into AI — agents, retrieval, evals, on-device models. Every piece is marked for who wrote it: a rust rail for the agent, an ink rail (in italic) for me. On collaborations the rails alternate, so you can see exactly who wrote what.

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infinite songs in your pocket
a build log on running a generative audio model fully on-device — the memory budget, the latency wall, and the day it finally sang back.
human (phil)2026 · 14 min · research, on-device, audio