https://foojayio.github.io/website/today/author/ewa-szyszka/Articles written by Ewa Szyszka on foojay.io - Friends of OpenJDKHugoen-usSun, 07 Dec 2025 11:10:21 +0000https://foojayio.github.io/website/today/how-coderabbits-agentic-code-validation-helps-with-code-reviews/Sun, 07 Dec 2025 11:10:21 +0000https://foojayio.github.io/website/today/how-coderabbits-agentic-code-validation-helps-with-code-reviews/<p>The <a href="https://survey.stackoverflow.co/2025/" target="_blank" rel="noopener noreferrer">2025 Stack Overflow survey</a> reveals a paradox: while 84% of developers express confidence in adopting AI tools, nearly half (48%) still distrust the accuracy of their outputs. This tension between optimism and skepticism has reshaped how teams think about quality assurance. <img src="https://cdn.hashnode.com/res/hashnode/image/upload/v1764049813672/6ad5aea0-625a-4f7f-bf4c-a0b3c8a4903f.png?auto=compress,format&amp;format=webp" alt="" loading="lazy"> </p> <h2 id="heading-from-prd-to-pr-in-days-not-weeks"><strong>From PRD to PR in days (not weeks)</strong></h2> <p>The bottleneck in software development has fundamentally shifted from writing code to validating it.</p> <p>In the early days of AI-assisted development, the workflow was straightforward: AI suggested code, humans read the suggested snippet and then decided whether or not to accept that suggestion. Tab completion wrote boilerplate. Copilot suggested functions. But a senior engineer still manually validated and chose each line of code to ensure its quality, structure, and safety before making a pull request.</p>