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Filtering by tag: LLM infrastructure

Why your RAG retrieves the wrong chunks (and how HyDE fixes it)

Embedding a user's question and searching for similar text sounds right. For formal documents like regulations, contracts, or technical standards, it systematically retrieves the wrong content. Here is the problem, and a technique that solves it.

Apr 20, 2026
RAGLLM infrastructureResearch engineering +1
Why deterministic RAG beats generative AI for research

Generative AI prioritises creativity over factuality. Research requires the opposite. Here is how source-anchored RAG with zero-temperature inference produces outputs that are traceable, repeatable, and legally defensible.

Mar 28, 2026
RAGLLM infrastructureResearch engineering +1