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Retrieval-augmented generation for documentation QA under a 2,000-token context budget — multi-resolution chunking, hybrid BM25+FAISS retrieval, cross-encoder reranking, and grounded generation, with a pre-registered ablation sweep and an LLM-as-a-judge evaluation harness.