Continuing articles AI-Powered Repository Security Check with Antigravity Workflow and https://dev.to/gdg/how-to-build-a-custom-ai-quality-gate-on-cloud-run-from-zero-to-production-1odp I've decided to try to outsource some checks to local LLM.

This article describes my experiment and outcomes. Will be glad to read your questions, proposals, opinions or advices! 🙌

Intro

Last changes in limits management for popular LLM APIs make me thinking about FinOps management. Why should I spend expensive cloud tokens for simple tasks? Also I have a lot of talks at last security and AI events which led me to begin experiments with local LLMs in terms of code generation and code quality checks.

The hardware for experiments is MacBook Air M5 24GB RAM. I bought it especially for diving into ML topics but it was underloaded since today.