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Large Language ModelsAI Coding AssistantsZenn AI/MLPublished: Oct 28, 2026, 01:00 JST

Guillermo Rauch: Don't Read Every Line, Just Understand It

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Guillermo Rauch: Don't Read Every Line, Just Understand It

3 Key Points

  1. What happened

    Vercel CEO Guillermo Rauch said developers should not read every line of AI-written code, but should understand what occurred and have agents build that understanding.

  2. Why it matters

    Rauch argues code generation without comprehension is hollow, and that personal and company evals matter more than copying prompt tricks that no one has verified.

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Context & Analysis

Rauch is not making the case for reading less — he is drawing a line against the popular advice that code no longer needs to be read at all. He says people who recommend skipping reading, comparing code to assembly, usually do not follow that advice themselves. His proposed middle ground is to have the agent generate the means of understanding, for instance by configuring Slack's MCP and writing into AGENTS.md that any change to the public API must be announced in Slack or Discord.

His view of speed carries the same theme. Tokens used and pull requests merged are good metrics, he says, but speed has a direction; he was struck by a founder who wanted to build his own email service and payments on top of agent ideas, calling it overreach. He adds that if you could build something in one shot, so could he — which is why the details that communicate intent and values need real work.

On tooling, he says what first drew him to Claude was how little was inside it, which he frames as a return to the Unix philosophy of combining small programs. His prediction that the future may be all Rust rests on the same forward-defense logic: agents writing code need strong guarantees, so safety should come from how code is made.

FAQ
What does Rauch mean by "agentic inquiry"?
He uses the term — which he says he probably coined — for the practice of understanding what happened when something works, rather than reading every line of code.
Which tools does Rauch use himself?
A longtime Neovim user, he says his next move was naturally Claude Code, and he now uses Vercel Labs' coding CLI "fx" and cares about starting it as fast as a shell.
Why does Rauch think all code might become Rust?
He says that now models can find vulnerabilities cheaply, code should be defended in advance, and he is interested in moving libraries like libheif to memory-safe Rust.
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