Blog
Engineering insights, product updates, and lessons learned.

RAG Indexing vs Dynamic Discovery: Two Ways AI Understands Your Code
Discover how CodeRabbit's dynamic sandbox approach compares to RAG-based codebase indexing for AI code reviews. Learn the trade-offs & benefits.
Octopus Team·

Google TurboQuant Meets RAG: What 6x Compression Means for Code Review
TurboQuant cuts vector storage by 4.5x with zero accuracy loss. Huge win for RAG-powered code review tools indexing large codebases.
Octopus Team

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