AI-Native Product Building

When This Skill Activates

Claude uses this skill when:

• Integrating AI features (search, recommendations, generation, etc.)
• Designing product experiences around AI capabilities
• Implementing evals and quality measurement
• Optimizing AI costs and latency
• Building for model improvements over time

Core Frameworks

1. Build for Future Models (Source: Kevin Weil, CPO of OpenAI)

The Exponential Improvement Mindset:

"The AI model you're using today is the worst AI model you will ever use for the rest of your life. What computers can do changes every two months."