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What Engineers Still Need to Know When AI Agents Code

SpeculationProductOct 27, 2026

SonarQube flagged an AI-generated App.tsx for cyclomatic complexity after Codex wrote entire components on single lines; a suspicious npm dependency was ruled out. After formatting and inspection, the author judged the complexity warranted by business requirements and asked Codex to refactor, splitting the file into 10 files so CI passed. The author argues ownership will shift from hand-writing code toward knowing enough to detect problems and diving deep when needed.

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01med
blog.adrq.devBloghttps://blog.adrq.dev/here-be-monsters-what-do-you-still-need-to-know-when-agents-do-the-workThis first-person account grounds the agents-versus-ownership debate in a concrete CI incident, adding a developer's practical framework for what supervision and responsibility mean when code is machine-written.
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CodexModelSonarQubeCompanynpmCompany
Canonical: https://blog.adrq.dev/here-be-monsters-what-do-you-still-need-to-know-when-agents-do-the-work