Short notes on process design, practical AI implementation, education products, and the operational details that make work easier to repeat.
I work on business process optimization and AI workflows for teams that need less manual coordination and more reliable execution.
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- Thoughts — longer notes and reflections on work, systems, AI, education, and operations.
- Sparks — short observations, unfinished questions, and small ideas worth keeping.
- Guides — practical step-by-step notes for building, fixing, automating, or setting something up.
- Cases — concrete examples from process work, AI implementation, and operational problem-solving.