Claude Opus 4.7 outperformed in 100 evaluations across real open-source pull requests—finding more real bugs, delivering more actionable feedback, and reasoning across files better than anything we’ve tested.
TL;DR: The real cost of AI agents isn’t tokens or tools; it’s misalignment that shows up as rework, slop, and slowed teams. The conversation everyone is having (and why it misses the point) Most conversations about AI coding agents sound like a fant...
Benchmarks promise clarity. They’re supposed to reduce a complex system to a score, compare competitors side by side, and let the numbers speak for themselves. But, in practice, they rarely do. Benchmarks don’t measure “quality” in the abstract. They...
AI writes more code than humans can review. Logic errors are up 75%. Security issues nearly triple. Here's what replaces human review.
Autonomous AI agents are everywhere. But without explainability, that autonomy never gets used on anything that matters. Here's the framework to fix that.
Connect CodeRabbit to a private GitHub Enterprise Server with no inbound firewall rules, no IP allowlisting, and no PrivateLink. One outbound HTTPS connection. That's it.
CodeRabbit Agent for Slack handles triage, incident response, release summaries, and codebase Q&A. Here's how to set it up so the whole team benefits.
AI coding agents don't know your team's standards unless you encode them. Learn how policy-as-code turns tribal knowledge into enforceable, durable guardrails.
CodeRabbit's Simplify Code, the cleanup pass that actually happens. One comment on your PR triggers targeted refactoring, no behavior changes, tests verified.
Merge conflicts slowing you down? CodeRabbit's Resolve Merge Conflicts feature handles them automatically — analyzing both branches, reasoning through the right outcome, and committing a clean merge. Available on GitHub and GitLab.
How CodeRabbit built their Codex plugin — lessons on skill design, auth handling, CLI vs app output, and keeping code review inside the developer flow.
Global Overrides let org admins enforce configuration settings across every repository and every PR review in the organization.
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