A crumpled five dollar bill resting on a mechanical keyboard — representing how a $5 domain purchase exposed a critical 9.4 CVSS vulnerability in Salesforce Agentforce

Agentforce Headless 360: The API Quota & Security Risks Nobody Mentions

I’ve spent the last few weeks going deep on the Headless 360 documentation and auditing early deployment patterns. And I keep having the same conversation with architects who built it and leadership who approved it where I ask one question and get the same uncomfortable pause. “What’s your API quota strategy for when the agent is live?” Silence. Then: “We assumed it would be fine.” That assumption is the problem. Headless 360, announced at Salesforce TDX in April 2026, is a genuinely significant platform shift - it opens your entire CRM to AI agents via APIs, MCP tools, and CLI commands, no browser required. The marketing is compelling. The demo is clean. What the launch deck doesn’t show you is what happens on day one when real users start talking to your agent, or what happens when someone figures out your agent will do whatever it’s told by anyone. ...

June 28, 2026 · 7 min · Pavan Chavali
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
Concept art showing the choice between Open Source MCP (wild) and Agentforce (secure tunnel).

Episode 3: The Fork in the Road — Open MCP vs. Agentforce

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?” ...

December 1, 2025 · 7 min · Pavan Chavali

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