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cover of episode CodeRabbit and RAG for Code Review with Harjot Gill

CodeRabbit and RAG for Code Review with Harjot Gill

2025/6/24
logo of podcast Cloud Engineering Archives - Software Engineering Daily

Cloud Engineering Archives - Software Engineering Daily

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Harjot Gill: 作为CodeRabbit的联合创始人兼CEO,我认为AI在代码审查中扮演着至关重要的角色。随着AI代码生成工具的普及,AI代码审查的需求也日益增长。CodeRabbit通过生成式AI来审查代码,关注代码质量和安全性,为开发者提供了一个强大的辅助工具。我们利用多模型LLM策略,构建代码图,并结合静态分析,以确保代码审查的准确性和效率。通过与用户聊天进行训练,CodeRabbit能够不断学习和改进,为用户提供更好的体验。此外,我们还创建沙箱环境,让AI代理能够自主导航代码库,查找潜在问题。 Kevin Ball: 我作为一名工程副总裁,对CodeRabbit的架构和工作原理非常感兴趣。我认为正确地提供上下文是至关重要的,因为天真地应用LLM模型可能会导致错误。CodeRabbit如何构建代码图来确定可能受影响的部分?你们的步骤流程是怎样的,包括静态分析、使用更便宜的模型进行清理以及使用昂贵的推理模型?我特别关注CodeRabbit如何跟踪过程以显示正确的相关上下文,以及如何确保AI的决策是高质量的。

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One of the most immediate and high-impact applications of LLMs has been in software development. The models can significantly accelerate code writing, but with that increased velocity comes a greater need for thoughtful, scalable approaches to codereview. Integrating AI into the development workflow requires rethinking how to ensure quality,security, and maintainability at scale.

CodeRabbit) is a startup that brings generative AI into the code review process. It evaluates code quality and security directly within tools like GitHub and VS Code, acting as an AI reviewer that complements existing CI/CD pipelines. Harjot Gill) is the founder and CEO of CodeRabbit. He joins the podcast with Kevin Ball to discuss CodeRabbit’s architecture. Its multi-model LLM strategy, how it tracks the reasoning trail of agents, managing context windows, lessons from bootstrapping the company, and much more.

Full Disclosure: This episode is sponsored by CodeRabbit.

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Kevin Ball) or KBall, is the vice president of engineering at Mento and an independent coach for engineers and engineering leaders. He co-founded and served as CTO for two companies, founded the San Diego JavaScript meetup, and organizes the AI inaction discussion group through Latent Space.

 

 

Please click here to see the transcript of this episode.)

Sponsorship inquiries: [email protected])

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