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Engineering insights, product updates, and lessons learned.

Opus 4.8 Got More Honest. Your Reviewer Should Too.
Discover how Claude Opus 4.8's self-honesty improvements transform AI code review when paired with full-codebase context.
Octopus Team·

Mythos Scores 93.9% on SWE-Bench. Your Reviewer Still Has No Context.
Claude Mythos hits 93.9% on SWE-bench, but benchmarks don't review real code. Context beats raw model power—BYOK lets you choose any model for your reviews.
Octopus Team

AI Reviews Your Code. Who Else Sees It?
Protect your source code with self-hosted AI code review. Octopus Review keeps your data on YOUR servers - no cloud uploads, full compliance control.
Octopus Team