Paris Michalas

Partner at NetProjects (Internet Projects Ltd). Running decision models and local LLMs on Apple Silicon with MLX: calibrated one-pass judges, claim-vs-evidence checking, second-opinion routing and faster speculative decoding. My MLX ports under netprojects include AutoTrust-JEV 35B & 27B, Granite Switch 4.1, Nemotron 3.5 Embed & Rerank, Nemotron Dory, GLiDE, H2O Lightning, SenseNova Loop, Cosmos3-Edge & Omni, and the Tencent DSpine drafter for Qwen3.8-27B. See the My MLX ports collection.