The Ghost Workforce: AI's Human Engine
AI isn't magic. It's made by millions of underpaid workers labeling data. Here is the supply chain you don't see
Blog
Thoughts, stories and insights
Do You Have a Working Gokart?
Before you automate, ask one question: does your system run when you stop watching? A field note from building O9X.
Anthropic AI Jobs Paper Misses the Real Risk for Operators
Anthropic found no mass unemployment from AI. It measured the wrong thing. Here are the three risks operators need to track instead
Inference Tax: AI Costs Killing Margins? Fix It Now
AI GPUs obsolete in 2-3 yrs, inference eats margins like COGS. Escape Nvidia treadmill: Model Routing to cheap/local models cut my API bill Rs 8,500/mo. Treat AI as variable cost, not fixed asset.
The AI Supply Chain Explained: 5 Layers You Don't Own
AI isn't disrupting but strengthening Big Tech. Understand the 5 layers of the AI supply chain and why you shouldn't compete on infrastructure.
System 1 vs. System 2 AI: Understanding the Limits
Stop relying on AI for complex math or project planning. Discover why LLMs lack System 2 reasoning and how to build workflows around this limit
Deterministic vs. Probabilistic AI: Why Language Models Guess
Stop treating AI like traditional software. Discover why LLMs are vast-scale pattern recognizers and how to safely use them in your business
Context Engineering Explained: Giving Memory to Stateless AI
Stop treating AI like a human. Learn what context engineering is and how to build a scaffold that makes stateless models reliable for business.
The Questions That Fix Bad Business Decisions Before They Cost You
Most business decisions fail because you asked the wrong question. Here are 12 questions that surface what your instincts and AI will both miss.
Charlie Munger: The Man Behind Buffett's Best Decisions
Most people know Buffett. Few examine Munger. Understand how Munger shifted Buffett's investment philosophy and how his ideas impacted my thinking
Failing Well at Work: Preventable vs Intelligent Failure
A practical failure taxonomy for operators: prevent basic failures, catch complex ones early, and run intelligent failures in new territory.
Why Being Right Matters Less Than Being Kind
Dale Carnegie's timeless principles reveal why criticism fails and appreciation succeeds. Mental models for entrepreneurs who want lasting influence.