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Hybrid Retrieval: Why Vector Alone Isn’t Enough

Vector search is excellent at semantic similarity and bad at named entities. BM25 is the opposite. Production-grade retrieval is hybrid — and the architecture decisions matter.

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The Agent Factory: Planner, Executor, Critic, Referee

Most production agentic systems converge on the same architecture: a planner, an executor, a critic, and a referee. Here is the pattern, why it works, and how we apply it across industries.

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