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Engineering case studies: model training, dataset pipelines, Apple MLX fixes, local inference, and enterprise AI platform ownership.

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Engineering case studies

I'm Philip John Basile, a principal AI systems engineer with 27+ years of software development experience. These are five examples of how I investigate problems, make tradeoffs, and take work through verification.

Case What it shows Evidence
Fixing quantized matrix multiplication in Apple MLX Finding a tile-boundary bug, correcting pointer arithmetic, and working through an upstream review Merged PR, final patch, regression coverage
Training and releasing Wisp Coder Owning tokenizer training, model pretraining, runtime export, and controlled evaluation Published weights, verification receipts, paired comparisons, and null results
Taking training data into model releases Preserving source records during imports, separating SFT from calibration, and connecting data choices to pruning experiments Public dataset, verifier and import code, import receipt, pruning report, and paired evaluation
Measuring local inference fairly Separating model speed from streaming behavior and choosing comparable measurements Pinned models, benchmark protocol, output hashes, recorded results
Connecting enterprise systems to AI agents Owning tool contracts, identity, operational controls, and rollout Public career case study and documented operating outcomes

The MLX, Wisp, data, and inference cases link to public code and technical records. The enterprise case summarizes my public portfolio; client source and operational data remain private. Historical measurements are dated and are not presented as new benchmark runs.

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Engineering case studies: model training, dataset pipelines, Apple MLX fixes, local inference, and enterprise AI platform ownership.

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