When the Gemini Review Bot in Your CI Quietly Stops Earning Its Keep — Rebuilding Trust with Coverage and Actioned-Rate Metrics
A Gemini-powered PR review bot in GitHub Actions degrades without ever throwing an error. Field notes on catching diff truncation, model alias drift, and swallowed parse failures with one-line JSON logs and an actioned-rate metric.
Build an Auto-Documentation Pipeline with Gemini API and GitHub Actions
Tired of outdated docstrings and READMEs? This guide shows you how to build a CI pipeline that uses Gemini API and GitHub Actions to automatically suggest documentation updates on every Pull Request.
Terraform × Gemini API: Complete Production Infrastructure Automation Guide — IaC Design Patterns for AI Applications on Google Cloud
Automate your entire Gemini API production infrastructure with Terraform. Covers IAM, Cloud Run, Vertex AI, Secret Manager, and CI/CD in one comprehensive IaC design guide.
Gemini API × Playwright — Building an AI-Powered E2E Test Generation System
An advanced guide to building an automated E2E test generation and maintenance system using Gemini API and Playwright. Covers page analysis, test code generation, self-healing tests, and CI/CD integration.
Building an AI Code Quality Pipeline with Gemini API and GitHub Actions — Automated PR Reviews, Security Scanning, and Documentation Generation
Learn how to build a production-grade AI code quality pipeline using Gemini API and GitHub Actions that automates PR reviews, security vulnerability scanning, and documentation generation.