About
A systems thinker focused on understanding the underlying machine. I learn from primitives, not recipes.
I reuse invariant structures across domains and prefer clarity and stability over speed. My approach is bottom-up: identify invariant primitives, define composition rules, and watch complexity emerge.
Philosophy
I operate by collapsing complex topics into a small, stable set of invariants that can be recombined freely. This means:
- Understanding structure before execution
- Exposing the engine, not just the tutorial
- Optimizing for transferability across domains
- Highlighting failure modes and constraints