Diagnose Before Tooling
I prefer to identify the actual constraints and problems before committing to specific tools.
Working Principles
Effective and maintainable systems engineering principles.
Core Principles
Design for Durability
I focus on solutions that are stable under operational scale, personnel change, and edge cases.
Automate for Maintainability
Automations should remain reliable, adaptable, and well-documented.
Balance Long-Term Value
I am skeptical of hype and unsustainable trends in favor of systems that compound value reliably over time.
Apply Responsible AI
I use LLMs where they align with promoting responsible, maintainable solutions; not just as trendy tools.
How I apply these
- Clarify the intended outcome before optimizing execution.
- Make failure modes explicit and observable.
- Bias toward designs that are safe to hand off and modify.