Futuristic AI robot looking in a mirror symbolizing the contrast between Salesforce Agentforce marketing and technical reality, featuring visible Apex error messages and Governor Limits

The AI Mirage: Why LLMs Flunk the Salesforce Exam (And How We Fix It)

Everyone is telling us that the Fourth Industrial Revolution is here. The promise is seductive: AI copilots that know everything, code everything, and debug everything. For a Salesforce Architect like me—someone who spends their days architecting secure, scalable systems at the enterprise level—the pitch is that I can finally offload the boilerplate. But the reality? It’s… jagged. Whether I’m using ChatGPT, Gemini, MS Copilot, or early versions of Agentforce, I keep hitting a wall. It’s not just that the AI doesn’t know things; it’s that it hallucinates them with total confidence. It invents features that don’t exist and writes code that looks perfect but crashes instantly. ...

January 19, 2026 · 5 min · Pavan Chavali
Cover image representing digital garden

Architecting Freedom: Building a Secure, Serverless Portfolio for $0

I architect systems for a living. I spend my days designing secure, scalable ecosystems for Fortune 500 companies, ensuring data flows correctly between Salesforce, Mulesoft, and AI agents. Yet, for the longest time, my own digital home was built on “rented land.” I was writing on platforms like Hashnode and Medium. They are fantastic tools, but they are Black Boxes. I found myself wrestling with random timeouts, Cloudflare verification loops, limited free articles that blocked my readers, and rigid styling that felt like wearing a uniform. ...

December 15, 2025 · 4 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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