We make organizations AI-native.

earth
Joined May 2022
Today’s LLMs — and most of what is sold as agentic AI — are non-deterministic. Same inputs do not guarantee the same outputs. Multi-agent stacks multiply the branches. That’s useful in a lab. It is a liability in a firm that has to be insured, audited, and held to account. evolut.ing/2026/09/15/the-mo…
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Enterprises are starting to rewrite themselves to become AI native. The efforts are just starting, but you can see the signs as a wide range of industries and companies start to rethink their technology stack as well as organization. It’s unclear how these efforts will turn out, but few common threads have emerged. constellationr.com/insights/…
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Agentic AI is the on-ramp to physical AI evolut.ing/2026/09/22/agenti…
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Here’s a great example of the “Evolut” strategy—in a slightly modified form: Booking.com, the world’s largest travel agency, isn’t trying to improve its service offerings here and there with AI tools; instead, it’s relying on AI-native “satellite companies” by investing in relevant startups. We can assume that if this proves successful—that is, if one of the startups really takes off—this AI-native offering will be integrated into Booking. In this way, the core learns from the periphery and can be gradually “further developed”: a rigid IT architecture is transformed into a dynamic AI infrastructure. linkedin.com/posts/glennfoge…
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The first two workflows, when the output is motion: A weld, a pick, and a shipment are still a chain. Name what goes in and what must come out. Then pick two chains that share a part number — not two cells that share a slide. evolut.ing/2026/09/24/the-fi…
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Agentic AI is the on-ramp to physical AI: Autonomous systems that act on goods need a root of trust for the object. evolut.ing/2026/09/22/agenti…
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Discussing my correspondence with AI agents on CNN!
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Get the nay-sayers out of the way evolut.ing/2026/09/20/get-th…
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A robot cannot sit above the loop: A machine can close the act on kilograms. It cannot own the refusal. The stop has to live in a person who can halt the arm — not in a committee that sees the cell once a quarter. evolut.ing/2026/09/28/a-robo…
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The immune system will attack the twin. Write the mandate first. evolut.ing/2026/09/13/the-im…
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"If you can't make guns safe, then retailers just shouldn't sell them." - CEO of Smith & Wesson, pretending that they aren't the ones making and selling the weapons.
Jensen Huang: “Now, if they say [that their models aren’t safe] … then I think the answer is that we have to shut the labs down.”
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