Thoughts on AI, automation, and building the future.
The MCP protocol went from niche to mainstream overnight. I've been configuring and running MCP servers since day one. Here's what I learned operating 14 of them in production.
AI AgentsChatbots answer questions. Agents do the work. The shift from reactive AI to autonomous workforces is the biggest change since the internet.
DevelopmentI went from writing every line to orchestrating AI agents that write, test, and deploy code. My velocity increased 10x. Here's the honest breakdown.
BusinessNo employees, no contractors, no excuses. How I deliver enterprise-grade software as a solo operator with AI agents handling the heavy lifting.
DevelopmentManufacturing ERP systems are notoriously complex. I built one from scratch using AI-assisted development. The mistakes were educational. The results were real.
AI AgentsClaude for code, Gemini for context, GPT for drafts. I use PAL to orchestrate them all. Single-model workflows are already obsolete.
AutomationForget the hype. Here's what actually works when you're automating a business with fewer than 50 people. Real tools, real ROI, real implementation steps.
SecurityPopular AI workflow tools had critical vulnerabilities that nobody was talking about. I found them, reported them, and learned that AI security is years behind.
BusinessI didn't learn to code at a bootcamp. I learned it because our factory needed software nobody was building. That frustration became a career.
AutomationRobots that see, sensors that think, and production lines that optimize themselves. I've seen the factory floor of the future, and it's already here.