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Engineering insights, product updates, and lessons learned.

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Claude Sonnet 5.5: a lower-cost review option

Try Sonnet 5.5 in Octopus, with half the standard input and output rates of Opus 5.5. Here is what it costs and how to switch.

Octopus Team·

OpenAI GPT-6 Astra is now available in Octopus

OpenAI released GPT-6 Astra on September 3, and it can now review your pull requests. What it is, what it costs, and when to pick it over your default.

Qwen3.8-Max-0902 is now available in Octopus

Qwen3.8-Max-0902 just topped Arena's WebDev board, and it can now review your pull requests. What it costs, and when to pick it over your default.

Claude Fable 5.1 is now available in Octopus

Anthropic's most capable generally available model can now review your pull requests. What it is, what it costs, and when to switch it on.

Claude Opus 5 is now available in Octopus

Anthropic's new top coding model is now a review option in Octopus. It's an opt-in premium tier, not the new default, and here's why.

Fable 5 Rewrites 50M Lines in a Day. Who Reviews It?

Stripe's AI migration exposes a critical truth: AI writes code faster than humans can safely review it. Here's what that means for your team.

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.

Your Team's Rules Live in Three Heads. AI Has None.

Catch costly PR mistakes before they happen. Learn how codified team standards in AI code review cut onboarding time and hidden productivity losses.

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.

Claude Code Devs: Close the Loop with /octopus-fix

Claude Code changed how developers ship, but review capacity hasn't scaled. AI code has 1.7x more issues. Octopus Review + /octopus-fix closes the loop.