The last mile of physical AI
What my SousX food robots taught me about failed grasps, crushed produce, cleanup, and the distance between a demonstration and a useful product.
Arguments developed at the intersection of engineering, commercialization, and human judgment. Written to be questioned and revised.
What my SousX food robots taught me about failed grasps, crushed produce, cleanup, and the distance between a demonstration and a useful product.
Hours waiting for tests. Days investigating deviations. Batches worth $120,000–$3.6 million at stake in our customer-discovery synthesis. Original prototype and tablet-test images show why we pursued electromagnetic sensing.
An innovation portfolio becomes more useful when it records the uncertainty each project must resolve—and what happens after the answer arrives.
Capturing decisions, learning the reasons behind them, and earning bounded authority—without turning a leader’s preferences into unquestionable rules.
Cross-border collaboration becomes valuable when someone carries a shared problem through the differences in context, incentives, and execution.
A personal rule for distinguishing consequential choices from decisions that merely offer endless opportunities to keep searching.
An entrepreneurial argument about incentives, its strongest institutional objection, and a harder test: does a business become more valuable as the customer’s life improves?
Essential needs endure even as their bottlenecks change. The opportunity is to build repeatable supply, finance it through credible future payments, and leave the next generation with fewer unavoidable burdens.
A passing intention is easy to lose, and a reactive mind can be profitable. On attention, neurochemistry, advertising, recurring revenue, and interfaces that help us recover the room to choose.
Scholarships, mentors, and institutions matter most when an opening becomes a real chance to contribute. A reflection on receiving support, mentoring others, and combining care with honest standards.
Lessons from building the work around inventions: understand the technical contribution, document it precisely, connect it to products and partners, and keep the customer’s problem in view.
Why enduring constraints in energy, health, materials, and safety are my starting point—and why scarcity alone does not establish an investment.
My CCL exercises and career experiments are teaching me to make purpose concrete: in the work I choose, the promises I keep, and the ordinary days I actually live.
America's model strengths do not guarantee a speed, cost, or quality advantage in physical iteration. A case for testing US-led partnerships, with Egypt and Si-Ware as a concrete example.
A personal journey through autonomous mining, the economics of a complete operation, and what Caterpillar’s public investor reports reveal about growing demand for power.
This notebook grows through observations, experiments, and revisions.
Earlier publications keep their original dates in Selected work.