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01 ·Training & Alignment·★ MEMBER·PAPER·13 min read Paper Walkthrough: It Takes Two to Match — Co-Evolving Both Sides of Retrieval with RL A paper that rebuilds the first stage of search by having two LLMs write keywords — one for queries, one for items — and training them in alternation until their vocabularies meet. Explained from scratch.