XMM-Reader — Reading loop

XMM-Reader — Reading loop Workflow diagram generated by Archify. 01 / feed (deterministic) 02 / read(LLM) 03 / grow (rules) 04 / decide(LLM+PI) Input Reading & attaching Growing & deciding ADS citation graph · seeds→citations · feed (deterministic) › Input ADS citation graph seeds→citations arXiv daily · keyword filter · feed (deterministic) › Input arXiv daily keyword filter snowball · refuted papers enqueued · feed (deterministic) › Reading & attaching snowball refuted papers enqueued predict · guess rows and edges first · read (LLM) › Reading & attaching predict guess rows and edges first read · three sentences + verbatim quote · read (LLM) › Reading & attaching read three sentences + verbatim quote attach · attach to row / open candidate · read (LLM) › Growing & deciding attach attach to row / open candidate grow · two papers → one row · grow (rules) › Growing & deciding grow two papers → one row decide · XMM decidability · decide (LLM+PI) › Growing & deciding decide XMM decidability PI verdict · INTERESTING export · decide (LLM+PI) › Growing & deciding PI verdict INTERESTING export Legend Agent logic External

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