Switch TPD to Summary-ECFlow model (21-dim hand-crafted features)

Switch to v9 EC + v8 TPD noise-augmented models for robustness

Switch to v7 model checkpoints to support all 6 EC mechanisms including Nernst

Fix CSV parser column detection and regenerate LH demo data

Initial ECFlow deployment