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Tagged: evaluation

3 articles on evaluation.

Stop Shipping Features: Why AI Products Need an Experiment MindsetStop Shipping Features: Why AI Products Need an Experiment Mindset
December 11, 2025

Stop Shipping Features: Why AI Products Need an Experiment Mindset

12 features shipped in a quarter. Zero meaningful metrics moved. AI products aren't software projects. The roadmap is a hypothesis board, not a delivery schedule, and treating it otherwise is expensive.

ProductRead more →
Every Failed AI Product Has the Same Root CauseEvery Failed AI Product Has the Same Root Cause
December 29, 2024

Every Failed AI Product Has the Same Root Cause

The same failure pattern shows up everywhere: teams shipping fast and iterating on vibes instead of building systematic evaluation. Evals aren't a nice-to-have. They're the core competency of any serious AI product team.

ProductRead more →
The Honest Guide to LLM Evals: What Actually WorksThe Honest Guide to LLM Evals: What Actually Works
August 4, 2024

The Honest Guide to LLM Evals: What Actually Works

Most teams skip real evals and wonder why their AI products degrade in production. The framework that holds up: from 30-minute manual reviews to binary scoring to knowing when your eval suite is finally doing its job.

EngineeringRead more →

Clint Johnson

I build stuff for healthcare companies. Sometimes it works, sometimes I learn something. Always caffeinated, usually in Nashville.

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