Documents the single-GPU (TP1) vllm-radiance deployment on driveripper-ai, measured KV capacity analysis for the 154K config, and the full FP8-KV calibration workflow (host prep through runtime verification) including quadlet changes, deployment steps, and the remaining matched-control quality gate. LLM-Generated: true