Welcome to AI Augmented Software Development
A blog about using AI and LLMs to enhance software development processes, automation, and productivity.
How Do Brains and AI Actually Work?
Can machines think like humans? Discover how biological and artificial neural networks work, how they learn, and explore the fascinating questions about AI creativity and consciousness.
Stop Hoping Your LLM Will Follow Instructions: Build Guardrails Instead
Instructions and tools tell LLMs what to do, but guardrails ensure they do it. Discover how to build validation feedback loops that make LLM outputs reliable through automated guardrails—with a 10-minute quick start guide.
Building a Codecov MCP Server in 2 Hours: Extending Claude Code with Claude Code
Built a fully functional Codecov MCP server in 2 hours using Claude Code to extend Claude Code itself. From zero to working server with authentication, API integration, and real-world lessons learned.
GitHub Actions Pricing Change December 2025: What You Need to Know
Breaking: GitHub postponed self-hosted runner pricing changes scheduled for March 2026 after developer community feedback. Complete analysis of the December 2025 pricing update and what’s next.
My Kubernetes setup
My CICD setup is to leverage GitHub workflows fed by secrets and vars from my springcloudconfig server. ...
Multi Project Deployer - 100% LLM generated source code
Built a complete infrastructure deployment orchestrator in 3 days with 100% AI-generated code. Automates Pulumi deployments across multiple projects while handling complex dependencies.
Software Development with LLM
After multiple failed attempts, I finally cracked the code for using LLMs to generate complex, production-ready software. Learn how AI went from a frustrating tool to a revolutionary development partner.