# Knowledge base from a year of Claude Code in production. Evergreen reference on AI, architecture, and why most software projects fail. Built from patterns earned running Claude Code daily since it launched.  Written by Dathan Guiley Agentic code generation specialist July 2026 ## The Operator's ExO — Working Principles for Running an AI-Native Firm A field companion to Salim Ismail's ExO 3.0. The book supplies the destination; these are the operating principles we had to work out ourselves to actually run one. Written to be handed to a peer operator and applied to any stack. [Read article →](/operators-exo) March 2026 ## The OpenClaw Cookbook Patterns and recipes for running AI agents that ship. [Read article →](/openclaw-cookbook) February 2026 ## Why Vibe Coding Is Building on Sand Vibe‑coded software works just well enough to hide its structural failures until they become catastrophic. AI amplifies whatever you give it — including the chaos. [Read article →](/why-vibe-coding-is-building-on-sand) February 2026 ## I Spent 11 Years in Spring Boot. Here's What I Had to Rebuild in TypeScript. TypeScript is the right language for AI‑assisted development. NestJS out of the box is not Spring Boot. Here's everything I rebuilt to bridge the gap. [Read article →](/spring-boot-to-typescript) February 2026 ## The Smart Zone: Why AI Needs Architecture to Produce Good Code There is a narrow band where AI produces genuinely good code. Outside that band, it produces confident garbage. [Read article →](/the-smart-zone) February 2026 ## Why I Don't Charge by the Hour The economics of software changed. Pricing should too. [Read article →](/why-i-dont-charge-by-the-hour) February 2026 ## The Last Mile Problem: Why 90% of AI‑Built Apps Fail AI can generate 90% of your app in hours. The other 10% is why most products never make it to production. [Read article →](/the-last-mile-problem) Production software shipped at Amazon·Netflix·Yahoo·Overstock·Porsche·Northrop Grumman ## Ready to put these ideas into practice? [Book a free architecture review](/start) [Or check your AI readiness with our free scorecard →](/scorecard) Got a question?