Local-first task router for AMD Hackathon Track 1. Cost-tiered pipeline: deterministic solvers, spaCy NER, and local Gemma 4 E2B handle all 8 task categories at zero Fireworks tokens. Compiled to native .so via Cython. Zero network calls at grade time.