Documents complete replacement of six-signal aggregator with calibrated ridge forecaster trained on 435 weeks of BEIS pump prices. Five-layer architecture: weekly baseline (Layer 1), local snapshot (Layer 2), rule-gated verdict merger (Layer 3), daily LLM news