Jeff McMillan
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Articles by Jeff McMillan
Dario Amodei’s Anthropic IPO Faces a Test Beyond the A.I. Market
Anthropic’s massive computing commitments assume customers will adopt A.I. quickly, but many companies are still building the basics. Photo by Michael M. Santiago/Getty Images Anthropic’s leaked IPO prospectus offers an unusually detailed look at the economics behind the A.I. race. The numbers are striking: roughly $518 billion in computing commitments over the next decade, with about 80 percent of that amount reportedly owed whether customers use the capacity or not.
AI models everywhere: They matter less than you think
Choosing the best AI model won't fix enterprise AI problems. The real work is clean data, reliable workflows and trained teams — infrastructure most skip. Enterprise AI buyers have never had more capable choices. Older frontier models from major labs are still capable at a fraction of their original cost. Then there are open-weight options you can run in your own environment, and small models tuned to beat general-purpose tools on a narrow task. My first generative AI deployment ran on GPT-3.
A.I. Needs an Audit Trail. It Also Needs Someone to Own It.
A.I. can only earn trust at scale if companies can reconstruct what their systems did and identify the person accountable for the result. Photo by CAMILLE COHEN/AFP via Getty Images You share your health records with your doctor’s system. An agent assists with the diagnosis. Another writes the prescription. The pharmacy runs an agent that checks and dispenses. A drone delivers it. The wrong medication arrives. Who is responsible? At best, each system produces a log of what it did.
Bad news: your AI application isn't that special
Before you can see why — or figure out whether yours is one of them — you need a distinction the market keeps blurring. Strip away the pitch decks and there are really only two types of AI system being built today. The first is AI infrastructure: the orchestration and governance technology that makes AI usable at scale. In plain terms, this is the plumbing — agent frameworks, model routing, evaluation and monitoring tools, guardrails, and the controls that let a large organization use AI safely.
Bad news: your AI application isn't that special
There are more than 70,000 AI companies operating today. Most of them will not exist in five years. Before you can see why — or figure out whether yours is one of them — you need a distinction the market keeps blurring. Strip away the pitch decks and there are really only two types of AI system being built today. The first is AI infrastructure: the orchestration and governance technology that makes AI usable at scale.
Bad news: your AI application isn't that special
There are more than 70,000 AI companies operating today. Most of them will not exist in five years. Before you can see why — or figure out whether yours is one of them — you need a distinction the market keeps blurring. Strip away the pitch decks and there are really only two types of AI system being built today. The first is AI infrastructure: the orchestration and governance technology that makes AI usable at scale.
Bad news: your AI application isn't that special
When you buy through links on our articles, Future and its syndication partners may earn a commission. Credit: Getty Images There are more than 70,000 AI companies operating today. Most of them will not exist in five years. Before you can see why — or figure out whether yours is one of them — you need a distinction the market keeps blurring. Strip away the pitch decks and there are really only two types of AI system being built today.
Bad news: your AI application isn't that special
There are more than 70,000 AI companies operating today. Most of them will not exist in five years. Before you can see why — or figure out whether yours is one of them — you need a distinction the market keeps blurring. Strip away the pitch decks and there are really only two types of AI system being built today. CEO and founder of McMillanAI. The first is AI infrastructure: the orchestration and governance technology that makes AI usable at scale.
AI Governance: A Problem for Most, an Advantage for the Few
AI Governance: A Problem for Most, an Advantage for the Few Published July 20, 2026 Add Unite.AI to your preferred sources on Google Enterprise AI is accumulating risk faster than anyone is accounting for it. AI agents are beginning to touch customer data, production code, and consequential business decisions, and in most organizations, they are governed by controls designed for a very different era of technology.
First Main Event champ in six years crowned at WSOPC Atlantic City
The first WSOP Circuit Main Event in Atlantic City in six years ended after less than four hours on the final day as Bohdan Slyvinskyi ran over the table with his big stack to win the $177,562 top prize and his first WSOPC Circuit ring. The 47-year old from Ukraine took the big chip lead after winning a huge three-way all in with twelve players left.
David Apostolico brings the art of war to Atlantic City
David Apostolico of West Chester, PA won his first ring for $16,977 on Monday evening at Harrah’s Atlantic City, and may have used some ancient wisdom in his bid to conquer the field. 'If you know the enemy and you know yourself, your victory will not stand in doubt,' so wrote Sun Tzu in his legendary book The Art of War, over 2,000 years ago. The 62-year-old Apostolico, a corporate lawyer by trade, knows well how this famous quote from The Art of War relates to the game of poker.
'Surreal' - TV's Matt Salsberg pens WSOP Circuit win at Commerce
Want all of the stories, photos, and results from every WSOP Circuit stop? Sign up for The Circuit newsletter and we'll drop it in your inbox. The World Series of Poker Circuit Main Event played out its final day at Commerce over nearly nine hours and an old-school name in the poker world emerged as the winner with Matt Salsberg capturing his first Circuit ring and the $286,134 grand prize. "This is very surreal.
Luis Yepez wins marathon heads-up battle at WSOPC Southern Indiana
Want all of the stories, photos, and results from every WSOP Circuit stop? Sign up for The Circuit newsletter and we'll drop it in your inbox. Day 3 of the WSOP Circuit Southern Indiana Main Event was a lengthy one as a final table of nine returned to play down to a winner over 10 hours. In the end, it was Luis Yepez who won the $111,979 grand prize and his second career WSOP Circuit ring.
What to know about the San Jose State volleyball team and why opponents are boycotting matches
The San Jose State women's volleyball team finds itself at the center of a storm as the Spartans make a run toward their first NCAA Tournament appearance in more than two decades. Overshadowing the program's strong season are national talk-show hosts and politicians weighing in on one of its players.
What to know about San Jose State volleyball, and opponent boycotts
The San Jose State women's volleyball team finds itself at the center of a storm as the Spartans make a run toward their first NCAA Tournament appearance in more than two decades. Overshadowing the program's strong season are national talk-show hosts and politicians weighing in on one of its players.
What to know about the San Jose State volleyball team and why opponents are boycotting matches
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What to know about the San Jose State volleyball team and why opponents are boycotting matches
Microsoft Cares About Your Privacy Microsoft and our third-party vendors use cookies to store and access information such as unique IDs to deliver, maintain and improve our services and ads. If you agree, MSN and Microsoft Bing will personalise the content and ads that you see. You can select ‘I Accept’ to consent to these uses or click on ‘Manage preferences’ to review your options and exercise your right to object to Legitimate Interest where used.
What to know about the San Jose State volleyball team and why opponents are boycotting matches
By PAT GRAHAM and JEFF McMILLAN - Associated Press Overshadowing the program's strong season are national talk-show hosts and politicians weighing in on one of its players. At issue is the participation of transgender women in women's sports, which has taken on political implications - former President Donald Trump, the Republican presidential nominee, recently spoke about the issue - and is apparently why five teams have canceled their games against San Jose State.
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