Shipping AI systems with better engineering practices that hold up in production.
AI Technology Generalist · Practitioner. Builder. Advisor.
I'm Saravanan, an AWS Community Builder and Lovable AI Certified Expert. I share field notes on Sovereign AI, AI-SDLC, AI infrastructure, DevSecOps, and AI-assisted engineering.
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Latest from the blog
Featured post & recent blogs.
DevOps OS MCP Server Development Journey with AI Coding Agents
How I built and hardened DevOps-OS's MCP server with AI coding agents: Copilot agent mode for the build, Claude Code for testing, the bugs found, and prompting lessons.
Recent blogs
Latest 5See Claude Code Token Usage Without Spending Tokens
System Check for AI: Know What Your Hardware Can Actually Run
Application Architecture Patterns in the AI Era: Does Every App Need a UI?
An AI-Based Coding Assistant Needs Boundaries, Not Just a System Prompt
How to Remove Files from Git History Safely
A Model Is Only One Layer: How to Engineer Reliable AI Applications
Topics
Private GPT, air-gapped LLMs, and regulated AI infrastructure.
SOC2/ISO patterns, zero-trust, secrets management, audit-ready IaC.
Internal Developer Platforms, golden paths, and supply-chain security.
CI/CD, IaC, deployment strategies, and operational excellence.
AWS, Azure, GCP — cost, resilience, and reference architectures.
Managed AI services, GPU platforms, model runtimes, and provider trade-offs across public and ecosystem-specific AI stacks.
Architecture, roles, and engineering practices for AI-based product development.
Process-first SDLC automation, review, and governance for AI-assisted delivery.
Field-tested practices, prompting discipline, and design-first methods for shipping with AI tools.
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