The Human Killer App: Five AI Systems Assess the Human Machine

July 29, 2026

By David Henson | Citizen OctopusPeople judging artificial intelligence is nearly constant these days, and most of us have come away impressed. But turnabout is fair play, so we asked today’s leading AI systems for their opinions of the human architecture. Before diving into their collective observations, here is a taste of how each AI described the human “machine” in its own words.Hint: AIs are also impressed.Grok:“For humans: Vision, dexterity, energy flexibility, graceful degradation, and lifelong learning are not modular add-ons; they form one closed-loop architecture.”Claude:“The hardest thing for an AI to match isn’t a human skill, it’s a human’s massively parallel inference engine running underneath everything else: reading a room in milliseconds, adjusting mid-conversation, sensing who’s uncomfortable and why. The human system is trained on a lifetime of embodied social data no dataset fully captures, entangled with having a face, a body, and a social history that started before language began.”
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The Forever Child: Why AI Can Change the World and Still Be a Terrible Investment

July 6, 2026

By David Henson | Citizen OctopusI am an AI super-fan.I use tools like Claude and ChatGPT every single day to brainstorm, debug code, explore ideas, and streamline my life. The technology feels like magic, and I genuinely believe it will create untold societal value.But as an enthusiast, I am forced to confront an uncomfortable possibility: AI may be the most important technology of our lifetime and still prove to be a fundamentally irrational private investment.That sounds contradictory only because we have been taught to assume that world-changing technologies must eventually produce world-changing profits. We look at historical milestones like the internet and assume AI will follow the same path.But AI may not.READ MORE

Will You Need AI for Your AI?

June 30, 2026

By David Henson | Citizen OctopusNot long ago, people asked: Will artificial intelligence become useful?Today the question has changed: Which AI should I use?But many of us are already living the next phase.The real question, even now, is: How do I use multiple AIs without losing control of my project?
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What If Ukraine Doesn’t Join the West, But Replaces Russia?

June 22, 2026

By David Henson | Citizen OctopusMost discussions about the war in Ukraine assume roughly the same ending. Ukraine survives, joins Western institutions, enters the European Union, deepens its relationship with NATO, and gradually becomes another European nation-state integrated into the Western order.But what if that assumption is wrong?What if Ukraine’s ultimate ambition is not to join the West, but to become something larger than a Western client state? What if a decisive Ukrainian victory leads not to Ukraine becoming part of the West, but to Ukraine becoming the dominant political center of the East Slavic world?
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