Diagnose Before Tooling
I prefer to identify the actual constraints and problems before committing to specific tools.
Working Principles
Principles for designing durable, maintainable automation and operational systems.
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.
Prefer Compounding System
I favor systems that become more reliable, maintainable, and transferable over time rather than solutions optimized for short-term novelty.
Integrate AI Under Governance
I use AI where it operates under clear supervision, bounded scope, and accountable controls within maintainable operational systems.
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.
Applied Notes
Field Notes
Applied observations on systems, automation, AI use, reporting architecture, and operational judgment.