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Notes on building AI systems

Thoughts on AI agents, LLM engineering, and what we've learned shipping production AI products.

Why Isn't AI Paying Off? Inside the Enterprise Value Gap
MIT found 95% of enterprise GenAI pilots show no measurable P&L impact. The technology works - here's why the value gets trapped before it reaches the bottom line.
Jul 8, 2026