AI Systems
Building AI agents and automation that run your business.
Never Put An AI Agent In Front Of An Upset Customer
AI-handled support hits 4.10/5 CSAT vs 4.30 for humans — and the gap is entirely emotional tickets. Here's the four-gate escalation design that closes it.
DHH Just Drew The Line Between Vibe Coding And Your Agent
DHH split vibe coding from agentic engineering on Lex Fridman. The same wedge is coming for every operator running AI agents in 2026.
You Picked The Wrong Agent Framework. Benchmarks Say So.
You picked the framework off a listicle instead of a benchmark. Here's how LangGraph, CrewAI, AutoGen actually stack up — and the picking rule I use.
Your AI Agent Can't Send That Email. Blame OAuth.
Google's Gmail MCP server has 10 tools. Not one of them can send an email. Here's the OAuth gap breaking most AI email agent builds this month — and the fix.
Your AI Agent Uses 1000x More Tokens Than Chat. That's The Design.
AI agents burn 10-1000x more tokens than chatbots — not because they're broken, but because that's what agentic architectures do. Here's where the money leaks.
MCP Has 19K Servers And 43% Are Broken. Ship Anyway?
MCP hit 19,831 servers and 97M SDK downloads a month. 43% have command-injection bugs. Here's when to use it and when to stay REST.
Anthropic Says Build Manager Agents. Cognition Says Don't. Pick One.
Anthropic says build orchestrator-worker AI agents. Cognition says don't. One team is right for your $5M business. Pick wrong and your bill 15x's.
One Agent Task = 41x The Tokens Of A Chatbot
AI agents burn 5–50x more tokens than a chat call, and cheaper models won't fix it. It's your architecture. Four moves that actually cut the bill this quarter.
AI Voice Agents Book Meetings 3x Better Than SDRs. Klarna's Trap Isn't Yours.
AI voice agents book meetings 3x better than human SDRs. Klarna proved the tech works — and where it breaks. Here's the four-part stack to build one that lasts.
Your AI Agent Has No Name Badge. That's About To Cost You.
AI agents now outnumber your employees 80 to 1. Most have no identity, no scope, no audit trail. Here's the four-step fix before your Replit moment.
Your AI Agent Bill Tripled This Quarter. Here's What's Actually Burning Tokens.
Your AI agent bill went vertical this quarter. Here's exactly what's burning tokens, the three biggest leaks, and the 4-knob system that cuts cost 60-80%.
46% Of Customers Hate Your AI Support Bot. Here's What To Build Instead.
46% of customers say AI support rarely works. Cursor's bot invented a refund policy and tanked subscriptions. Here's the 4-part build that fixes it.
Claude Can Build n8n Flows Now. Should You Still Pay For n8n?
Claude can now write n8n workflows directly via MCP. The takes are wrong: n8n isn't the IDE, it's the runtime — and the math says it's about to get bigger, not smaller.
Why Your AI Agent Pilot Won't Survive Production
74% of enterprises have rolled back a live AI agent after launch. The model isn't why. Here's the operations layer most vendors don't sell — and the 5-step playbook I'd actually run.