Hi, I'm Murali.

Featured

• Rearchitecting an Agentic App: From ClickOps Across Five Clouds to an AI Platform

  11 Aug, 2026

  An agentic app grew out of an MVP with components scattered across five clouds, all provisioned by hand. Here's how I rearchitected it — Terraform first, agent-level observability second, consolidation last — and what it taught me about building a harness for AI agents.

• I Let an AI Agent Run My FIFA World Cup 2026 Fantasy Squad

  6 Jun, 2026

  The World Cup starts next week. 736 players. 48 teams. 8 matchdays. So I built an AI agent that uses Poisson models, integer linear programming, and a bounded Claude layer to pick the mathematically optimal fantasy squad.

• From API Tokens to AWS Bedrock: My Real-World Journey Configuring an AI Agent

  12 Apr, 2026

  I set up a personal AI agent and spent weeks fighting cost overruns, local model disappointments, and AWS throttling. Here's the real story — every wrong turn, every fix, and the multi-model architecture that finally worked.

• How I Use AI Agents to Analyse Costs Across Large AWS Environments

  10 Apr, 2026

  Managing AWS costs across dozens of accounts is painful. Here's how I use AI agent skills to trace billing spikes to root cause, find waste, and recover thousands per month — without clicking through the console.