Approach
How I work — a practical, UX-first approach to AI-native systems.
AI-native, but grounded
- Start with the job-to-be-done and real constraints
- Use AI to accelerate prototyping and iteration
- Ship small, learn fast, harden what works
UX-driven architecture
- Experience flows define system boundaries
- Data, identity, and memory are product decisions
- Design for observability and long-term maintainability
Typical build loop
- Define the interaction and success criteria
- Prototype the conversation / UI flow
- Map the system and data flows
- Implement with safety, logging, and iteration in mind
- Measure outcomes and refine