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You do not necessarily have to read every line an AI coding agent produces—but reading less is not the same as giving up oversight. Egor Kraev’s approach replaces line-by-line inspection with a staged workflow: define the work, check the plan and tests, run automated reviews, and try the finished feature. His account is one developer’s experience, not proof that this is safer or more effective for every team.
What does “read less code” mean in Kraev’s workflow?
In his DEV Community essay, “Why I no longer read code (much)”, Egor Kraev describes choosing not to read all of the code produced by coding agents. He does not describe simply accepting whatever an agent returns. Instead, he puts review and checks around the code, and says he still tries the software for its intended purpose.
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The sequence matters: his alternative to reading every line is a process that checks intended behavior and implementation at several stages. The essay reports his practice; it does not independently measure how reliably that process catches defects.
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How does the process work?
- Plan the change. Kraev records goals, implementation details, and relevant context. Claude, using Fable, interviews him about design choices, edge cases, and missed considerations. Codex reviews the resulting plan, which is converted into OpenSpec artifacts and validated.
- Write tests from the specification. In a fresh session, an agent creates tests based on the specification. Codex reviews those tests, and Kraev incorporates feedback he considers valid.
- Implement in another fresh session. An agent implements the change against the existing goals, design, and tests. Kraev says the agent asks before pushing or creating a pull request.
- Review and iterate. Once the pull request exists, the process gathers CI results, reviews from Codex, Sonar, and CodeRabbit, and results from deterministic scripts. Feedback is triaged and addressed in further iterations. The OpenSpec artifacts are archived before the change is merged.
- Try the feature. Kraev says he still “kicks the tires” by using the software for its intended purpose, even when that does not involve reading the code.
This arrangement distributes oversight across specifications, tests, automated checks, feedback, and hands-on use. It does not make any one of those checks a guarantee: tests can miss behaviors, automated reviews have limits, and trying a feature does not necessarily reveal problems in code paths the user did not exercise.
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What does Kraev say he gains—and what does he concede?
Kraev says the workflow has surfaced and addressed more edge cases and design choices than he can count. He also says he believes the resulting code is more reliable than code he previously wrote by hand. Those are his assessments. The essay reports no benchmark, comparison group, failure rate, or study design that would establish the size of any quality improvement or show that the same result generalizes to other developers.
He identifies a major unresolved risk: architectural erosion. A series of changes can each appear acceptable in isolation while their combined effect makes a system harder to maintain. His current response is to conduct periodic interactive reviews and refactors in separate pull requests, guided by high-level principles. He says he is exploring more reproducible ways to represent architecture and a principles-first design, but does not report results from those ideas.
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Should you read every line an agent writes?
Kraev’s essay does not establish a universal yes or no. It offers a case for reducing line-by-line reading when a developer has a deliberate review process, while also showing that the process leaves risks—especially system-wide architectural drift—that need attention.
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If you are deciding how much to inspect, consider the work in context rather than treating “read every line” and “trust the agent” as the only choices:
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- How consequential is a mistake? Changes affecting security, data integrity, permissions, or other high-impact behavior may call for closer human inspection than a low-risk, easily reversible change.
- Are intended behaviors explicit? A clear specification gives tests and reviewers something concrete to check. A test suite alone cannot establish that the tests cover the right requirements.
- What do the checks actually cover? CI, scripts, and automated reviewers can provide useful signals, but a clean result only says that those checks found no issue within their scope.
- Has someone tried the feature as a user? Exercise the relevant behavior, not just the implementation workflow; this can reveal problems that passing tests do not.
- Who is watching the system as a whole? Review individual changes alongside recurring checks of design principles and architecture, so locally reasonable edits do not quietly accumulate into a larger problem.
Reading less can shift human attention from inspecting every generated line to setting direction, challenging assumptions, checking important behavior, and looking for cumulative design problems. Whether that trade is appropriate depends on the change, the quality of the surrounding controls, and the consequences of a missed defect.
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