Why an LLM That Memorized 10 Trillion Tokens of Code Still Acts Like a Junior in Your Repo

RandalSchwartz · reddit · 2026-11-15

Reddit user RandalSchwartz argues AI coding agents stumble because a static git checkout only preserves the finished monument: it shows What was built while erasing Why and How the engineer navigated the problem. LLMs trained on public repos thus ingest compressed, process-stripped artifacts.

He illustrates via his own aphantasia: a church organist memorized music by "reading the sheet in his mind," showing most people carry static snapshots while he experiences code as motion. He likens his fluent writing mode to a "magical voice" streaming between locked-in points A and B—an LLM is that voice without the upstream steering track. The post closes by asking veteran programmers how they hold complex architecture in their heads: pictures, motion, sound, or something else.

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