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The Patterns We See.

GUARDRAILS OFF · 5 min read

When the Guardrails Come Off: What F1's Biggest Rule Change Taught Me About AI Transformation

An F1 weekend in Miami revealed the gap between AI pilots that succeed in sandboxes and rollouts that fail at scale, and what it takes to perform when the guardrails come off.

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PATTERN RECOGNITION · 6 min read

Root Cause in Five Minutes. No Code Required

Pattern recognition helped me find the root cause of a bug in an open-source AI tool in five minutes. I never read the code.

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AGENTIC AI · 7 min read

I Wrote 16 Pages of Specs. The AI Still Got Down-and-Distance Wrong

What a broken NFL simulation engine taught me about domain expertise, data transformation, and why architectural simplicity is something you enforce, not something agents choose.

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AGENTIC AI · 8 min read

AI Doesn't Need to Run Everything: Notes from ClawCon Chicago

ClawCon confirmed what I suspected. Persistent autonomy is still a novelty. The best demo solved a real problem with a well-scoped tool. Most others didn't need AI.

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On Data Architecture · 8 min read

Looker Taught a Generation to Think in Models. The Lesson Outlasted the Company

Looker's founder is building an open semantic layer for the AI era. A live demo revealed who should really own your business logic.

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Adoption · 6 min read

I Almost Returned the iPhone

I spent 13 years on Android and almost returned my iPhone on day two. What changed my mind is exactly why I started Motif Collective.

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Side Projects · 5 min read

Stop Refreshing the Page

How building a tee time monitor taught me more about product thinking than any PM course. A story about iteration, competition, and not accepting the queue.

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