Provider-agnostic system + user prompt builder for the confidence scoring pipeline's Pass 3 (AI re-rank). Output contract is JSON with "ranked" array; works with OpenAI, Claude, and local OpenAI-compatible servers (LM Studio, Ollama). Made-with: Cursor