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The Trust Gap: Why CI/CD Is the Last Place Teams Let AI In, and How to Earn That Trust

Kay 2026年09月04日 08:30 1 次阅读 来源:Dev.to

Two things are true about software delivery in 2026, and they are pulling in opposite directions. The first: AI is now writing a large share of the code that reaches your pipeline. CloudBees' 2026 State of Code Abundance Report found that AI generates or assists in writing 61% of the average enterprise codebase, and that 81% of enterprise leaders report an increase in production issues tied to AI-generated code. The same report names a confidence gap worth sitting with: 92% of leaders say they are confident in the production readiness of that code, even as the failures climb ( CloudBees, 2026 ). The second: the place best positioned to catch those failures, the CI/CD pipeline, is where teams trust AI the least. JetBrains' TeamCity team reported that 73% of organizations do not use AI in their CI/CD pipelines at all, and 78.2% do not delegate tasks to AI in CI/CD workflows, even though general AI usage in development work exceeds 90%. When asked why, 60% cited unclear use cases or value, 36% cited a lack of trust in AI-generated results, and 33% cited data privacy concerns ( JetBrains TeamCity, 2026 ). That is the trust gap. More machine-written code is arriving, more of it is breaking in production, and the pipeline that should be the safety net is the one room teams will not let automation into. This piece is about why that hesitation is rational, and what automation has to look like to deserve a different answer. Why the pipeline is different The JetBrains analysis put its finger on the reason cleanly: development workflows tolerate experimentation because feedback is immediate and cheap. CI/CD is the opposite. It demands consistent, reproducible signals, and the cost of an error is high. A coding assistant that guesses wrong wastes a few seconds of your time. A pipeline that guesses wrong can hide a real defect, ship it, or erode the one thing a pipeline exists to provide: a trustworthy answer to the question "is this build good?" So the bar for automation in CI/

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