A clearer path from task to action.
Field notes on simulation, robot learning and the evidence that connects understanding with action.
Robot simulation without hardware: a practical start
Start robotics experiments with a browser grid, editable obstacles and repeatable route tests, then understand when a physics simulator is needed.
3 minute read 02 / ROBOT LEARNING / EVIDENCEHuman video for robot learning: what transfers?
Understand how human demonstrations support scene, object and task learning, and why robot observations and action measurements remain necessary.
3 minute read 03 / EVALUATION / REPRODUCIBILITYRobot task benchmarks: separate intent and motion
Compare task predictions and navigation routes with separate metrics, validated JSON inputs, explicit missing answers and reproducible reports.
3 minute read 04 / NIGERIA / EV + AV INFRASTRUCTUREBuild a Nigeria EV and AV simulation before buying hardware
Turn permitted road observations, charger reports and local hazards into inspectable simulation inputs for Nigerian electric and autonomous vehicle research.
3 minute read