Redditor Proposes 'Document Card' Architecture for Self-Learning LLMs
Embarrassed_Crab1068 · reddit · 2026-10-20
A Redditor shares a self-learning architecture concept: instead of memorizing whole new documents, an LLM should learn only what it doesn't know. Each new document gets a "document card" of learnings, with all learnings cross-linked so the model can traverse between documents at query time. Every step is logged so mistakes can be traced back and corrected. It remains a concept-stage proposal with no implementation details, and the author is soliciting feedback.
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