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research

Notes from the work.

Essays on search, AI surfaces, and the systems that decide which sources get cited. Written when we have something specific to say.

  1. How LLMs decide who to cite — and how to engineer for it.

    The four-stage retrieval pipeline behind every AI answer, and what two years of published research proves about getting cited in it.