Blog
Engineering insights, product updates, and lessons learned.
Your AI Code Review Tool Is Missing Context
Nearly half of AI code ships with vulnerabilities. Diff-only review tools miss the context needed to catch regressions and architectural drift.
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
Building an AI Code Review Tool: Architecture and Lessons Learned
Octopus uses LLMs and vector search to automate code reviews, catching common issues instantly while humans focus on architecture decisions.
Ferit