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A deterministic alternative to embedding-based repo understanding

Hey everyone, I'm Avi a CS student at FHNW in Switzerland. I’ve been a bit frustrated with how AI coding tools handle larger codebases. Most of them rely on embeddings + prompting, which is cool for fuzzy stuff, but sometimes feels inconsistent, hard to reason about, and probably token-heavy. So I w

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📅 Mar 21, 2026·⏱ 2 min read·Dev.to ↗

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https://dev.to/avi_bro/a-deterministic-alternative-to-embedding-based-repo-understanding-2k5j

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A deterministic alternative to embedding-based repo understanding

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A deterministic alternative to embedding-based repo understanding

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