DevOps

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. ...

We’ve been on quite a journey. In Episode 1, we learned that MCP is the new nervous system for AI. In Episode 2, we made peace with MuleSoft (integration’s heavy lifter). In Episode 3, we stood at the fork in the road and chose our protocol—Open Source or Enterprise. Now, we turn the key. We stop looking at architecture diagrams and start looking at behaviour. Because when you actually switch this on, something fundamental shifts. ...

Recap We’re deep into our journey now. In Episode 1, we discovered the “nervous system” of AI (MCP) and in Episode 2, we realized that APIs and MuleSoft aren’t dying—they’re just getting a new boss. Now, in Episode 3, we arrive at the most critical decision point in this entire architecture. It’s the question every CTO, architect, and developer is debating in Slack channels right now: “Do I build with the free, open-source community version? Or do I pay for the enterprise-grade version like Salesforce’s Agentforce?” ...