Engineering notes and setup guides from the team building Codity.
Engineering
Code generation got cheap. Understanding code did not. Here is why velocity from AI assistants often shows up later as review burden, duplication and technical debt, and what actually helps.
Advice
Learn how to set up Continuous Integration with Codity for GitHub Actions and Azure Pipelines so tests run automatically for every pull request.
Engineering
Through systematic architectural improvements including a multi-agent review system, chunk overlap, file-level context boosting, and dynamic agentic RAG retrieval, we reduced false positives by 90% and achieved 10x better review quality.
