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Engineering insights, product updates, and lessons learned.

The AI Code Review Stack Is Converging. Here's Why.
Major infrastructure company ran AI code reviews on 5K+ repos: 48K PRs reviewed in 30 days, 3min 39sec median time, $1.19 avg cost, 0.6% manual overrides.
Octopus Team·

Not a Rabbit. Don't Follow Trails: The Story Behind Our AWS Summit Sticker
Why we put a five-word manifesto on a sticker and handed it out at AWS Summit, and what it says about how code review should actually work.
Ferit

Forkable Beats Polished. Your Reviewer Too.
SaaS long tail losing competitive moat as AI agents enable customers to fork & customize tools instead of waiting for vendor features.
Octopus Team

Here's What I Learned Competing Against Funded Startups.
Discover how one developer built an open source AI code review tool and tested it against 6 funded competitors in the space. Inside look included.
Ferit