Frameworks & Writing

The Thinking

Frameworks and writing on AI-integrated workflows, creative evaluation standards, and where human judgment stays in the loop. Built from two years at the frontier.

Essay · 2026

Not Faster. Farther. A Personal AI Manifesto

What matters, what doesn't, and what we're at risk of getting catastrophically wrong, after two years navigating and producing around the ever-changing landscape of generative AI.

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"The question isn't whether AI will change production. It's whether we'll let it replace the judgment that makes the work worth producing."
Framework · 2026

Evaluation Criteria for AI-Generated Content

The hardest problem in AI content production isn't generating outputs. It's knowing when they're good enough. A rubric that scales human judgment and closes the loop between feedback and model improvement.

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"Most teams can diagnose a bad output. Fewer can define what a good one actually requires, and build the rubric that scales that judgment."

More frameworks and writing coming soon.