Shipping AI systems with better engineering practices that hold up in production.
AI Technology Generalist · Practitioner. Builder. Advisor.
I'm Saravanan, founder and principal consultant of CloudEngine Labs®, an AWS Community Builder and Lovable AI Certified Expert. I share my experiential learning as blogs on Sovereign AI, AI-SDLC, AI infrastructure, DevSecOps, and AI-assisted engineering.
Organiser and Curator of AI Engineering Circle.
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Latest from the blog
Featured post & recent blogs.
How I Ran Apple's On-Device Foundation Model from the Terminal on an M2 Mac
A getting-started guide to running Apple's on-device Foundation Model with the fm CLI on macOS 27, including the modelNotReady fix and local server mode.
Recent blogs
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Rust Series Part 1: Getting Started with Rust — Immutability and Type Safety
See Claude Code Token Usage Without Spending Tokens
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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