Insights on AI
& Operations
Thinking on knowledge systems, AI-native operations, and building businesses that get smarter over time.
Featured 
Why Better Questions Are the New AI Competitive Advantage
AI answers are getting cheaper and faster, but reliable outcomes now depend on context engineering. Here's why better context design is becoming a core advantage in agentic workflows.
Why Most AI Pilots Fail (And It's Not the AI's Fault)
Most AI pilots fail not because the technology isn't ready, but because organizations have never had to make their own workflows explicit. Here's what that actually means.
Why the LLM Is Not Your Bottleneck (But Your Domain Model Is)
Why waiting for GPT-6 won't fix your AI agents, and why building a semantic 'digital twin' of your business logic is the real key to automation.
Why I Ditched My Complex Agent Swarm for a Single Worker
Managing context in large legacy codebases is hard. Here’s why a constrained single-agent workflow beat my fancy multi-agent orchestration system.