Understand
Understand the problem, users, constraints and desired outcome.
How I Build
AI-native doesn't mean AI-generated.
AI accelerates implementation, exploration and iteration. It does not replace engineering judgment, product decisions or responsibility for production quality.
Architect
Design the product, workflows, data structures and system boundaries.
Build with AI
Use AI coding agents and intelligent development environments to accelerate implementation.
Validate
Test functionality, inspect behavior, debug failures and challenge assumptions.
Deploy
Ship working software into a usable production environment.
Iterate
Use real-world feedback and system behavior to improve the product.
AI is my engineering force multiplier — not my substitute for engineering judgment.