Domain expert, not a full-stack developer. I work as a power user and intelligent human-in-the-loop: I spot problems, trace the gaps, and use AI as a precision tool to execute ideas. I keep judgment human, let machines handle memory and repetition, and build systems that fail openly so we can fix them. Currently open-sourcing work from private development systems.