Fact-checking RAG answers: grounding with verification
How to fact-check RAG answers with a second LLM pass that verifies every claim against the retrieved context. The prompt, the rejection rule, and the loop.
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How to fact-check RAG answers with a second LLM pass that verifies every claim against the retrieved context. The prompt, the rejection rule, and the loop.
How LLM-powered query rewriting fixes vague user questions before retrieval. The prompt, the multi-query fan-out, and when rewriting hurts more than helps.
Why LLM judges without explicit reasoning drift, and how chain-of-thought rationales make their scores defensible. The prompt, the parser, the trust.
How to add chain-of-thought reasoning to a RAG pipeline. The prompt, the parsing, and the cases where CoT beats a straight answer by a wide margin.
Master prompt engineering techniques for LLMs. Learn specificity, few-shot prompting, role assignment, chain-of-thought reasoning, self-critique, and st...
Control the behavior of your LLMs with prompt contracts, sampling, RAG, and function calling. Hands-on patterns and code for engineers building engineer sy