Jordan Hill's Abundance Vision

Imagine walking into your week with every experiment you can dream up already queued and running — massive language model fine-tuning, novel architecture searches, simulation sweeps across thousands of configurations — all humming away on compute that feels as limitless as electricity from a wall socket. The bottleneck of rationing GPU hours and counting tokens vanishes, replaced by a world where your curiosity is the only constraint, and every wild research hunch gets its fair shot at discovery.

Now picture your compliance burden — the endless paperwork, learning outcome mapping, accreditation evidence, assessment moderation documentation — handled by intelligent systems that draft, cross-reference, and maintain it continuously in the background. You reclaim those stolen hours and pour them into the work that made you become a lecturer in the first place: redesigning a unit around a problem that genuinely excites your students, sitting with a struggling learner until something clicks, mentoring a PhD candidate through a breakthrough. Your job finally matches your calling.