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Visualizing Code: Making Use of Deterministic Computation

This story is from 2026-10-16. It is preserved in the archive; the latest stories are on the live feed.

TL;DR : When I let an agent investigate a codebase, I make it cite the output of deterministic tools (ripgrep, ast-grep, Serena, CodeQL) as evidence, and I keep the LLM's own analysis clearly separate in the report. "If an external interface of this system changes, where do I need to fix things?" I…

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  1. 2026-10-16 15:40 · DEV Community — AI
    Visualizing Code: Making Use of Deterministic Computation

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