Hannes Marais

Everyone talks about AI revolutionizing work. But there’s a quieter question pulsing through the minds of the people building these systems: Will even we make a living when AI gets this good? Let’s drop the hype. If you’re steeped in research, system-building, or AI architecture, you’re

No one spoke in the Vault. Not Calder, not Mary, not even the drone crouched in the rafters like a patient vulture. The silence wasn’t peace—it was a law older than Lornjack, older than the sound of grief. Calder’s hand, so steady when pointing a gun, hesitated

Abstract As professional services face mounting pressure to deliver more with less, a quiet revolution is underway—not in replacing expertise, but in multiplying its reach. This whitepaper argues that the greatest returns on AI lie not in automating headcount, but in reclaiming the most precious resource in law, finance,

Every entrepreneurial journey is, at its heart, a narrative of transformation. Marvel, once teetering on the edge of bankruptcy, found new life through reinvention. Apple, facing irrelevance, reimagined itself to define not just an industry, but an era. These stories are not outliers—they capture a recurring truth of entrepreneurship:

This table presents fifty distinct predictions exploring the intersection of artificial intelligence and the world of work. Each entry captures a unique possibility, uncertainty, or tension point—from new forms of labor and collaboration to legal, educational, and societal transformations driven by AI. The list is designed as an open

Why Unpacking Expert Reasoning is Critical for Team Capability “With AI and digital twins delivering mastery on demand, are we accidentally skipping the very steps that make learning—and expertise—possible? This article explores how the rise of expert studios risks turning your next generation into output consumers, not true