Blog
Engineering insights, product updates, and lessons learned.
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.
4 Git Hosts, 1 Review Blind Spot They All Share
GitHub, GitLab, Bitbucket, or Gitea? See what really separates them—and why all four miss the same critical review blind spot.
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.
Change One Util. Break 23 Packages. Diff Hides It.
Discover how monorepo blast radius silently breaks production apps—and how codebase-aware code review catches what diffs miss.
Engineers Pick the Smaller PR. AI Ones Wait 5x Longer.
Engineers avoid AI-generated PRs 5x longer than human ones. Here's why context gaps are killing your cycle time—and how to fix it.
What Adding GitLab Support Taught Us About Code Review
Shipping GitLab support revealed surprising complexity: SHA-anchored comments, discussion-based reviews, and unexpected demand for self-hosted, air-gapped deployments.