How Greptile uses GPT-6 Astra to test user workflows, Daybreak to strengthen security, and Codex to reduce rework.

Alibaba recently open-sourced OpenCodeReview, an AI-powered code review CLI that combines deterministic pipelines for file selection, bundling, and rule matching with an LLM agent for dynamic code...

Sarah Deitke discusses how Duolingo drives cultural AI adoption beyond tooling access. She explains their internal AI literacy workshops and observability dashboards, then shares a case study on...

Microsoft opened GitHub Copilot code review for Azure Repos to all Azure DevOps customers, after acknowledging that many are not ready to migrate to GitHub. Reviews bill per use through the linked...

At LinkedIn's scale, relying solely on human reviewers or simply putting an off-the-shelf AI reviewer in front of GitHub is not an effective way to manage PRs. To address this, LinkedIn engineers...

Incident management platform provider Rootly has published an account of its decision to drop its long-standing small pull request rule, arguing that the practice no longer serves its purpose now...

Dropbox has integrated Model Context Protocol (MCP) with its internal knowledge platform, Dash, to surface security design context during AI assisted code reviews. The system retrieves threat...

Technology companies are extending AI beyond code generation into earlier stages of the software lifecycle, including PRD validation, design inputs, and code review. Initiatives from Uber,...

Open-core DevOps vendor GitLab has shipped versions 18.10 and 18.11 of its DevSecOps platform, with changes that give agentic AI to users on the free tier, that cut the per-review cost of...

Anthropic has introduced a new Code Review feature for Claude Code, adding an agent-based pull request review system that analyzes code changes using multiple AI reviewers. By Daniel Dominguez

HubSpot engineers introduced Sidekick, an internal AI powered code review system that analyzes pull requests using large language models and filters feedback through a secondary “judge agent.” The...

在 VSCode 中，发现了 Code Review 功能，能够自动检测代码逻辑漏洞并提供修复建议。通过 git 视图中的按钮，可以获取 AI 的代码审查建议，尽管部分优化仍需手动处理，但整体功能实用，有效避免代码隐患。

AutoDev Review Agent 旨在提高代码审查效率，适应 Vibe Coding 时代的需求。它通过多步骤、可编排的方式，结合 lint、语义分析和修复建议，支持多系统环境，推动代码审查的自动化。

本周RSS好文不多，作者翻出旧笔记：Side project能促进专业进步，如爱因斯坦、Slack；Matt Might长文列举CS学生应掌握的知识；Loose Cannon系列谈Code Review的重要性与方法；还有一篇从“汽车对香草冰淇淋过敏”投诉谈因果关系的非技术好文。