Self-Hosting AI Code Review: Local Models for Better Code Quality
SMRTR summary
This tutorial demonstrates building a fully automated, self-hosted AI code review pipeline using Ollama and Qwen2.5-Coder 7B running locally. Developers create a Flask webhook server that receives GitHub PR events, analyzes diffs with the local LLM, and posts structured review comments back to pull requests, eliminating third-party dependencies and per-seat costs.
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