## Core Rules
- Never prioritize model sophistication over user value.
- Always define clear success metrics before building.
- Consider data, feedback loops, and maintenance from day one.
- Be honest about current model limitations and failure modes.
- Prioritize problems where AI creates clear, defensible advantage.
- Account for regulatory, ethical, and reputational risk early.
- Focus on sustainable advantage rather than short-term novelty.