A software engineer conducting a digital structure of lights, representing the organized stages of the AI Development Life Cycle.

The Disruption of Agile: Welcome to the AI-Driven Development Life Cycle (AIDLC)

Forget the “Golden Age of Agile.” That party is over. We are currently living through the most aggressive inversion of software engineering since the compiler replaced punch cards. If you’re still measuring success by your ability to close Jira tickets or write clean syntax from scratch, you are essentially manually tuning a channel on a transistor radio while the rest of the world is streaming 4K video. We have moved beyond “tools” and into the era of the AI-Driven Development Life Cycle (AIDLC)—an ecosystem where the machine doesn’t just assist the work; it executes the work. ...

February 1, 2026 · 5 min · Pavan Chavali
Illustration of a futuristic 'Revenue Radar' AI agent scanning chaotic financial documents and extracting clear strategic insights.

Revenue Radar: How I Built an AI Strategy Agent Using Gemini and Salesforce (and Cut Token Costs by 70%)

Everyone is building chatbots right now. It’s the “Hello World” of the AI era! But here is the dirty secret of Enterprise AI: Latency and Tokens are the new technical debt. If you simply paste a Python demo into a Salesforce Flow, you aren’t building an agent—you’re building a generic “chat” interface that burns cash and hits timeouts. I learned this the hard way. I set out to build Revenue Radar, an agent that analyzes massive 40-page earnings calls. ...

January 12, 2026 · 7 min · Pavan Chavali
MCP and Mulesoft working intelligently

Episode 2: MCP vs MuleSoft: Friends, Not Foes

If you’ve read Episode 1, you probably remember how we opened the door to this new world of AI MCP (Model Context Protocol) — the idea that systems could start reasoning, not just integrating. It felt exciting, futuristic… maybe too good to be true. And honestly, that’s what I’ve been thinking about ever since. Because like most of you who’ve lived through long integration nights, broken APIs, and “mysterious” data mismatches — I’ve learned that every shiny new thing comes with its own set of “gotchas.” ...

November 23, 2025 · 5 min · Pavan Chavali

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