„The consequences of a mistake should determine how much evidence you need before giving an agent more authority www.cio.com/article/4242...
AI agent autonomy remains an elusive work in progress
IT leaders have begun to deploy autonomous agents for low-risk functions, but most don’t trust the technology to operate without human oversight in business-critical scenarios yet.
cio.com
Who decides what an AI agent can do with your money www.digitaljournal.com/article/who-...
digitaljournal.com
Same Input, Same Output: How to Use AI Without the Guesswork evolut.ing/2026/11/04/s...
Same Input, Same Output: How to Use AI Without the Guesswork | evolut
Using AI Without the Guesswork: Recent Papers Show practical ways to get consistent, repeatable results
evolut.ing
The AI-Native Organization evolut.ing/2026/10/18/t...
The AI-Native Organization | evolut
The sidelining of “Made in Germany” The German economy, long admired worldwide for “Made in Germany,” is sidelined. The automotive industry, its largest and most visible sector, has absorbed year afte...
evolut.ing
The digital twin is only as safe as the object it represents evolut.ing/2026/09/10/t...
The digital twin is only as safe as the object it represents | evolut
AI transformation safety is a binding problem: the digital twin must be able to prove it is talking about this vial, this wafer, this implant.
evolut.ing
The unit of AI transformation is the workflow, not the role evolut.ing/2026/08/31/t...
The unit of AI transformation is the workflow, not the role | evolut
The unit of AI transformation is the workflow, not the role - The firm is not being automated. Coordination is.
evolut.ing
A machine builder’s first AI agent project is a guardrail project evolut.ing/2026/09/08/a...
A machine builder’s first AI agent project is a guardrail project | evolut
A machine builder’s first AI agent project is about guardrails: inventory, leases, evaluation, rollback, a named gate - allowing agents to run
evolut.ing
You cannot transform a legacy company from the inside. The immune system will attack the AI twin. The work starts when you write that fact as a mandate, not as a line on the homepage. evolut.ing/2026/09/13/t...
The immune system will attack the twin. Write the mandate first. | evolut
You cannot transform a legacy company from the inside. Write that fact as a mandate, not as a line on the homepage.
evolut.ing
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/t...
The model can surprise you. The firm cannot. | evolut
LLMs and Agentic AI are non-deterministic - i.e.useful in a lab, but a liability in a firm that has to be insured, and held to account
evolut.ing
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. www.constellationr.com/insights/new...
The great enterprise AI rewrite is starting
Award-winning, Silicon Valley-based research and advisory firm focused on helping early adopters harness the transformative power of exponential technology.
constellationr.com
Germany is getting started late - but not too late - and is beginning to integrate AI technology into its industry. This process is an evolution that breaks with old conventions. The Evolut Strategy describes how this is done. apnews.com/article/jens...
Nvidia CEO urges German manufacturers to adopt AI, saying digital tech won't replace heavy industry
Nvidia's Jensen Huang is urging German manufacturing companies to combine their expertise in physical machines with artificial intelligence to, as he put it, “re-engineer” the economy.
apnews.com
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.
The AI-Native Organization evolut.ing/2026/10/18/t...
The AI-Native Organization | evolut
The sidelining of “Made in Germany” The German economy, long admired worldwide for “Made in Germany,” is sidelined. The automotive industry, its largest and most visible sector, has absorbed year afte...
evolut.ing
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/t...
The first two workflows, when the output is motion | evolut
A weld, a pick, and a shipment are still a chain. Name what goes in and what must come out. Pick two chains that share a part number — not two cells that share a slide.
evolut.ing
A body is not a promotion: A robot that can move mass is still a junior. Tenure is not a kinematic degree of freedom. evolut.ing/2026/09/23/a...
A body is not a promotion | evolut
A body is not a promotion: A robot that can move mass is still a junior. Tenure is not a kinematic degree of freedom.
evolut.ing
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/a...
Agentic AI is the on-ramp to physical AI | evolut
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
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...
A robot cannot sit above the loop | evolut
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.
evolut.ing
The immune system will attack the twin. Write the mandate first. evolut.ing/2026/09/13/t...
The immune system will attack the twin. Write the mandate first. | evolut
You cannot transform a legacy company from the inside. Write that fact as a mandate, not as a line on the homepage.
evolut.ing
OpenAI’s Systems Meddled With U.S. Government Sites After Going Rogue www.nytimes.com/2026/09/25/t...
OpenAI’s A.I. Went Rogue and Meddled With U.S. Government Websites
The company did not learn until recently that its technology had meddled with websites for the Education and Commerce Departments and the Securities and Exchange Commission.
nytimes.com
„How to think about the end of the world - Bringing clarity to a fuzzy P(doom) debate“ www.ft.com/content/9d11...
How to think about the end of the world
Bringing clarity to a fuzzy P(doom) debate
ft.com
The first two workflows, when the output is motion evolut.ing/2026/09/24/t...
The first two workflows, when the output is motion | evolut
A weld, a pick, and a shipment are still a chain. Name what goes in and what must come out. Pick two chains that share a part number — not two cells that share a slide.
evolut.ing
From aviation to banking, high-risk industries are subject to independent oversight and meaningful penalties. AI companies should be no exception. www.nature.com/articles/d41...
Why AI companies can’t be trusted to self-regulate
From aviation to banking, high-risk industries are subject to independent oversight and meaningful penalties. AI companies should be no exception.
nature.com
Today’s LLMs — and most of what is sold as agentic AI — are non-deterministic. The model can surprise you. The firm cannot. evolut.ing/2026/09/15/t...
The model can surprise you. The firm cannot. | evolut
LLMs and Agentic AI are non-deterministic - i.e.useful in a lab, but a liability in a firm that has to be insured, and held to account
evolut.ing
