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	<title type="text">Beyond Search</title>
	<subtitle type="text">by Stephen E. Arnold</subtitle>

	<updated>2026-04-04T13:45:07Z</updated>

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	<entry>
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			<name>Stephen E. Arnold</name>
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		<title type="html"><![CDATA[Data Centers As Sitting Ducks]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/06/data-centers-as-sitting-ducks/" />

		<id>https://www.arnoldit.com/wordpress/?p=118378</id>
		<updated>2026-04-04T08:56:00Z</updated>
		<published>2026-04-06T10:07:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="Financial" /><category scheme="https://www.arnoldit.com/wordpress" term="News" /><category scheme="https://www.arnoldit.com/wordpress" term="Online (general)" /><category scheme="https://www.arnoldit.com/wordpress" term="Security" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. Those in the data center business with structures in the Iran war zone realize that when rockets or other kinetics strike the roof, problems ensue. A well-placed round can disable a critical piece of the electrical [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/06/data-centers-as-sitting-ducks/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb.gif"><img decoding="async" title="green-dino_thumb" style="display: inline;" alt="green-dino_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb_thumb.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>Those in the data center business with structures in the Iran war zone realize that when rockets or other kinetics strike the roof, problems ensue. A well-placed round can disable a critical piece of the electrical or cooling equipment as well. Now there is another possible threat. “<a href="https://thenextweb.com/news/iran-irgc-18-us-tech-companies-military-targets" target="_blank">Iran’s Revolutionary Guards Just Named 18 US Tech Firms as Military Targets. The Age of the Civilian Data Centre Is Over</a>.” The write up reported on March 31, 2026:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>The Islamic Revolutionary Guard Corps published a statement on its official Sepah News channel naming 18 US firms, from Apple and Microsoft to Nvidia and Palantir, as “<em>legitimate targets</em>” in retaliation for what it described as their role in enabling American and Israeli assassination operations inside Iran. The list reads like a roll call of the Nasdaq’s most valuable constituents. Microsoft, Apple, Alphabet, Meta, Amazon, Nvidia, Intel, Cisco, Oracle, Dell, HP, IBM, JPMorgan Chase, Tesla, General Electric, Boeing, and Palantir all appear alongside Spire Solutions and G42, the Abu Dhabi-based AI firm that has become a linchpin of the Gulf’s artificial intelligence ambitions.</p>
</blockquote>



<p>Some people are aware of potential supply disruptions in gasoline and helium, but the idea that the financial operations of certain countries could be disrupted is problematic. One cannot go to the local automatic teller machine and conduct a hundred million euro transaction. </p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image-1.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image_thumb-1.png" alt="image" title="image"/></a></figure>



<p><strong><em><font color="#666666" size="2">Thanks, Venice.ai. I appreciate that you excluded the missile. Good enough.</font></em></strong></p>



<p>I know that data centers in the Ashburn, Virginia area are hardened. However, I am not so sure that the data centers not far from the special economic zones in Dubai are constructed to what I think of AT&amp;T milspecs. From what I have observed, direct missile strikes were not part of the actual construction. </p>



<p>The write up said:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>The threat is extraordinary in its specificity. Rather than targeting military installations or government buildings, the IRGC has identified private-sector technology infrastructure as the mechanism through which, it alleges, the United States has been locating and killing senior Iranian officials. The statement declared that American ICT and AI companies are “<em>the key element in designing and tracking terror targets</em>,” and that “<em>for every assassination and terrorist act in Iran, one facility or unit belonging to these companies will face destruction</em>.”</p>
</blockquote>



<p>What’s interesting is that the Ukraine-style asymmetric warfare is making explicit the companies whose infrastructure is at risk. The threats may be idle, but the vulnerability exists. One cannot pile sandbags on a roof of a typical data center. I assume that’s why the subtitle to the cited article makes the point “the age of the civilian data center is over.”</p>



<p>The more practical knock on effect of this threat is that the costs of retro-fitting a data center are not in the budget for the current quarter. New data centers will have to have some additional thought put into their construction method. </p>



<p>Data centers are sitting ducks. There are numerous points of vulnerability. Just “bury data centers” is easy to say. Using existing caves, old mine digs, or more exotic ideas like putting data centers in orbit present some challenges as well. There are some notable caves. I know from my work with the hard rock mining engineering firm Robinson &amp; Robinson that suitable mine shafts exist if they are not filled with water or sealed to prevent some exciting environmental events from becoming noticeable to bunnies and people. The data center in space works if one has rockets that don’t explode on launch. For one firm, exploding rockets suggest the company should consider switching to the production of war munitions.</p>



<p>The write up pointed out:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>The exposure is enormous. Microsoft has committed $15 billion to <a href="https://thenextweb.com/news/munich-2026-a-security-conference-where-tech-isnt-an-afterthought">expanding its operations in the UAE by 2029</a>. Amazon has pledged $5 billion to an AI hub in Riyadh. Oracle, Cisco, and Nvidia announced a partnership with OpenAI to build an AI campus in the UAE. Google and Amazon Web Services are constructing dedicated cloud regions in Saudi Arabia scheduled to launch this year. According to analysts at TD Cowen, hyperscaler capital expenditure is forecast to exceed $600 billion in 2026, with roughly 75 per cent tied to AI infrastructure. A substantial portion of that money is flowing into the very region the IRGC is now threatening.</p>
</blockquote>



<p>I have confidence that the bean counters and MBAs at the high-tech super companies have the problem solved. These folks have their own brains and the unfettered power of AI without guardrails. Obviously for these BAIT (big AI technology) companies the data center threat is a no brainer. I assume these BAIT outfits know who will ensure their data centers too. I admire forward thinking and the use of agentic AI to solve problems. For example, what if an adversary strikes a data center in Fremont on the way to San Jose?</p>



<p>Stephen E Arnold, April 6, 2026</p>



<p></p>
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		<title type="html"><![CDATA[Smart Software Makes You Really, Really Intelligent]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/06/smart-software-makes-you-really-really-intelligent/" />

		<id>https://www.arnoldit.com/wordpress/?p=118400</id>
		<updated>2026-04-04T09:02:32Z</updated>
		<published>2026-04-06T09:51:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="AI" /><category scheme="https://www.arnoldit.com/wordpress" term="Business strategy" /><category scheme="https://www.arnoldit.com/wordpress" term="Mathematics" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. With the potential “borrowing” of substantive content from books and the jawboning about running out of data, guess what I learned. The great AI revolution has converged on what I call lowest common denominator information sources. [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/06/smart-software-makes-you-really-really-intelligent/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb-1.gif"><img decoding="async" title="green-dino_thumb" style="display: inline;" alt="green-dino_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb_thumb-1.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>With the potential “borrowing” of substantive content from books and the jawboning about running out of data, guess what I learned. The great AI revolution has converged on what I call lowest common denominator information sources. I have noticed that the quality of the outputs on my test queries I slam into ChatGPT, Google, Perplexity, etc. are increasingly useless. I admit that I have a small library of test queries mostly focused on the activities of some interesting crypto bros. But not only are the systems less able to provide helpful information than they were six months ago, the incidence of hallucination, misstatements, and the digital equivalent of “I don’t know. I <strong>don’t</strong> know” is more prevalent.</p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image-5.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image_thumb-5.png" alt="image" title="image"/></a></figure>



<p></p>



<p><strong><em><font color="#666666" size="2">MBA artificial intelligence management students realizing that maybe dumb is now part of their ethos. Thanks, Venice.ai. I appreciate your not telling me that this image violates your terms of service. Pretty amazing based on my prior experience with you.</font></em></strong></p>



<p>The possibly accurate article “<a href="https://searchengineland.com/ai-search-engines-cite-reddit-youtube-and-linkedin-most-study-473138" target="_blank">AI Search Engines Cite Reddit, YouTube, and LinkedIn most: Study</a>” may have a partial answer. I don’t think my experience is a complete answer about convergence to the equivalent of gentleman’s C, but the information caught my attention. </p>



<p>I noted this passage:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>Reddit was the most-cited source across ChatGPT, Google AI Mode, Gemini, Perplexity, and AI Overviews. YouTube, LinkedIn, Wikipedia, and Forbes also ranked in the top five. Review platforms like Yelp and G2 appeared often in recommendation queries.</p>
</blockquote>



<p>Yelp is unlikely to be of help to me when I look for information about Skolkovo symposia on the subject of reverse mergers. I cannot rely on Yelp to provide accurate information about Burger Girl Diner in Louisville, Kentucky. </p>



<p>Here’s another snippet from the cited write up:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>The research showed which domains models rely on:</p>



<ul class="wp-block-list">
<li>ChatGPT favored Wikipedia, Reddit, and editorial sites like Forbes. </li>



<li>Google leaned toward platforms like Facebook and Yelp. </li>



<li>Perplexity emphasized Reddit, LinkedIn, and G2 for B2B queries.</li>
</ul>
</blockquote>



<p>If this information is accurate, each of the cited models evidences source bias. Not only do we have the cultural drifts identified by Dr. Timnit Gebru and the stochastic parrot crowd, we have these smart birds gobbling the calorie-depleted knowledge of people who may not know exactly of that which they write. In the case of YouTube, it would be that which they speak. </p>



<p>Several observations:</p>



<p>First, I think that many people accept information output by a computer system as accurate. Many of those people lack the drive and expertise to identify problematic output. I can spot drivel about Skolkovo instantly. Others may not nor have the desire to learn that the venerable institution is the Harvard Business School of Mother Russia. It may well be when it comes to crazy reverse merger financial analyses.</p>



<p>Second, the developers of smart software are into recursion. This is a nifty set of methods and rationalizations that lead to automated “low hanging fruit that provides the appearance of a complete meal.” Yes, appearance. Gobble up that AI output and kill your brain, not your liver like some modern industrial products. The system surfs on a curve that speeds query processing and results output. Why cook when you can deliver a DingDong and a Diet Pepsi by digital DoorDash?</p>



<p>Third, the leadership of these firms have drifted away from thinking about the smart software. Most of the companies’ top dogs focus on. Money. Why? The specter of the first Internet winter has returned. Cash is available but the returns are iffy. The data center craze seems to be wobbling as more efficient chips and algorithms mean that today’s advanced infrastructure is tomorrow’s eBay listing. Cutting costs, not banking revenue, occupies more of the leaderships’ time. In short, who has time to worry about regressing to the mean. </p>



<p>The gentleman’s C is now good enough seems to be the benchmark.</p>



<p>What does Reddit offer about Skolkovo? Not much. What does LinkedIn provide? An opportunity to shape a false face. What does Yelp provide? Zippo. What about Forbes? Isn’t that pay-to-play content now? And Facebook? There you go for rock solid information if you are really young or ready for the warehouse-for-the-soon-to-be unliving.</p>



<p>Maybe the data in this report of what cited the most by smart software is wring? Okay. No surprise there. But what if….?</p>



<p>Stephen E Arnold, April 6, 2026</p>
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		<title type="html"><![CDATA[IBM Watson: You Have Been Busy]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/06/ibm-watson-you-have-been-busy/" />

		<id>https://www.arnoldit.com/wordpress/?p=118429</id>
		<updated>2026-04-04T13:45:07Z</updated>
		<published>2026-04-06T09:31:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="AI" /><category scheme="https://www.arnoldit.com/wordpress" term="IBM Watson" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[Supercomputers are supposed to notice patterns and report the findings. I’m not a supercomputer but I’ve been following Watson for decades and seen the super computer come of age multiple times for big data, winning Jeopardy, and now because of AI. Let’s all give a cheer and have a slice of digital cake while we [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/06/ibm-watson-you-have-been-busy/"><![CDATA[<p>Supercomputers are supposed to notice patterns and report the findings. I’m not a supercomputer but I’ve been following Watson for decades and seen the super computer come of age multiple times for big data, winning Jeopardy, and now because of AI. Let’s all give a cheer and have a slice of digital cake while we yell mazel tov. I honestly don’t care about Watson’s newest abilities, but I am impressed that IBM teamed with Watson continues to thrive in the everchanging technology landscape.</p>
<p><a href="https://tech.eu/"><u>Tech.Eu</u></a> explains that,<a href="https://tech.eu/2026/03/10/watson-grows-up-ibm-s-ai-platform-strategy-comes-of-age/"><u>“Watson Grows Up: IBM’s AI Platform Strategy Comes Of Age.”</u></a> IBM is reliable and has injected itself in the foundation workings of AI. In other less jargon-y words, IBM is good, powerful, and built to withstand all the technology crazes. Here’s what Watson…ahem…watsonx can do as the industry’s top AI enterprise middleware:</p>
<blockquote>
<p>“IBM watsonx<img src="https://s.w.org/images/core/emoji/17.0.2/72x72/2122.png" alt="™" class="wp-smiley" style="height: 1em; max-height: 1em;" /> is split broadly into three layers &#8211; model development (watsonx.ai), data governance (watsonx.data) and responsible AI tooling (watsonx.governance). That architecture reflects something many CIOs learned the hard way over the past two years: deploying generative AI inside a regulated enterprise is less about prompts and more about provenance. You can’t just plug a large language model into a bank and hope for the best. IBM’s advantage has always been its relationship with large enterprises &#8211; the banks, insurers, telcos, and governments that care deeply about compliance, audit trails, and hybrid cloud compatibility. IBM watsonx leans directly into that heritage. It is designed not just to build models, but to control them: where data flows, how it’s labelled, how outputs are validated, and how bias is monitored.”</p>
</blockquote>
<p>The new role for Watson is &#8212; are you sitting down? &#8212; to become the operating system for AI chatbots. That’s a biggie.</p>
<p>And to achieve that goal before Google gobbles the goods, IBM is going to hire more entry level employees, according to the <a href="https://www.wsj.com/video/ibms-ai-strategy-tripling-entry-level-hires-to-drive-expansion/A21BEBCA-9DE3-4E2E-B32B-F7D9B66249B8" target="_blank">Wall Street Journal</a>.&#160; Plus IBM made the list of “<a href="https://community.thermaltake.com/index.php?/topic/670171-top-ai-development-companies-in-2026-trusted-compared-verified-list/" target="_blank">Top AI Development Companies in 2026: Trusted, Compared, Verified List</a>.” That write up pointed out these attributes of Big Smart Blue:</p>
<ul>
<li><strong>Core Expertise:</strong> Enterprise AI, Watson </li>
<li><strong>Key Strength:</strong> Scalable enterprise solutions </li>
<li><strong>Best For:</strong> Large organizations</li>
</ul>
<p>I want to point out that number one on this list is Apptunix, a firm new to me. Maybe IBM should acquire it?</p>
<p>Other companies are focused on the flash in the pan of adding AI into fruit and vacuum cleaners. IBM is focused on the practical implications, in other words the long game. Perfect for institutional investors but not the meme stock folks.</p>
<p>Whitney Grace, April 6, 2026</p>
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		<title type="html"><![CDATA[OpenAI Imitates AlphaTON Capital]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/03/openai-imitates-alphaton-capital/" />

		<id>https://www.arnoldit.com/wordpress/?p=118407</id>
		<updated>2026-04-04T08:42:54Z</updated>
		<published>2026-04-03T11:07:46Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="Acquisition" /><category scheme="https://www.arnoldit.com/wordpress" term="Marketing" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. I published an informal essay called “Brittany Kaiser Is a TON.” This is one of the documents blocked on two online services. If you want to read the original story and view the exhibit point your [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/03/openai-imitates-alphaton-capital/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb-2.gif"><img decoding="async" title="green-dino_thumb" style="display: inline;" alt="green-dino_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb_thumb-2.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>I published an informal essay called “Brittany Kaiser Is a TON.” This is one of the documents blocked on two online services. If you want to read the original story and view the exhibit point your browser <a href="https://tgnotes.bearblog.dev/the-red-shark-and-his-remora/" target="_blank">here</a>. The main point of this write up is that a publicly traded company AlphaTON Capital hired a former Cambridge Analytica professional. Her mandate was to control the information stream about a very interesting company and its equally interesting business development executive Yuri Mitin. Most Americans are not familiar with this media personality and innovation leader. He honed his craft in Moscow and is now applying grit and determination to the Telegram-centric AlphaTON Capital, NASDAQ: ATON. (If you are not familiar with “ATON” that is also the name of a high profile Russian financial institution.) </p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image-6.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image_thumb-6.png" alt="image" title="image"/></a></figure>



<p></p>



<p><strong><em><font color="#666666" size="2">A typical celebration in a Silicon Valley type of company. On the surface, an acquisition enhances the firm’s existing marketing department. But those in the room know that information shaping and controlling the content stream is the real cause for the bubbly enthusiasm. Thanks, Venice.ai. You did not tell me that my prompt was inappropriate. Good for you and a good enough illustration.</font></em></strong></p>



<p>Now OpenAI may be emulating the game plan of Cambridge Analytica. In my view, Cambridge Analytica used a combination of social media analysis and “shaped” information with the expectation that a certain narrative would gain traction. In the fluid world of modern social media, if something is repeated and linked with semantic payloads, people react and some may “believe the scenario” or “accept the facts.” If am not sure if OpenAI is aware of AlphaTON Capital. My point is that the engineering of content streams to advance a specific narrative is understood. OpenAI got the message and, if the information in “<a href="https://openai.com/index/openai-acquires-tbpn/" target="_blank">OpenAI acquires TBPN</a>” is accurate and not shape or “weaponized,” the owner of ChatGPT is moving from plain vanilla PR to information shaping. </p>



<p>The cited write up says:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>This acquisition brings a team with strong editorial instincts, deep audience understanding, and a proven ability to convene influential voices across tech, business, and culture.</p>
</blockquote>



<p>I interpreted this passage to mean: We are going to control the narrative with the tools available to us. I may be incorrect. </p>



<p>The announcement continues with a remarkable Facebook-type of tone and style:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>the standard communications playbook just doesn&#8217;t apply to us. We&#8217;re not a typical company. We&#8217;re driving a really big technological shift. And with our mission to ensure artificial general intelligence benefits all of humanity comes a responsibility to help create a space for a real, constructive conversation about the changes AI creates—with builders and people using the technology at the center.</p>
</blockquote>



<p>My interpretation is that OpenAI can pump money into TBPN and amplify our view; for example, how wonderful and important OpenAI is. How our data centers will allow dolphins and butterflies to thrive and how our technology will make life better for everyone are likely to be part of the messaging. I want to point out that the messages will be for commercial customers, the US government, and some of the venture firms who want to see one of those 17X returns on their money.</p>



<p>OpenAI adds:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>I&#8217;m [Fidji Simo, the CEO of applications at OpenAI] also excited to bring their amazing comms and marketing instincts to the team. They&#8217;ve helped many brands market online and because they have a strong pulse on where the industry is going, their comms and marketing ideas have really impressed me. I can&#8217;t wait to leverage their talent outside of the show to innovate on how we bring AI to the world in a way that helps people understand the full impact of this technology on their daily lives.</p>
</blockquote>



<p>I like the “helps people understand the full impact of this technology on their daily lives.” For this dinobaby, the statement means, “We are going to convince you to get with the AI program because at this time, you are not lining up and saluting the OpenAI logo.” One might say the same about the approach used by AlphaTON Capital.</p>



<p>Those who don’t understand will. You will adapt. Didn’t Apple make a commercial about this? My memory is hazy, but the masses don’t understand. It is the “media’s” fault. Therefore, we will create and disseminate in very clever ways the truth and reality we require. Don’t get me wrong this type of information control works. Try to take a mobile phone from a 14 year old sucking down videos selected by math. How is that working out when the tactics reinforce, amplify, and deliver the strategic objective. </p>



<p>OpenAI is taking this step because its leadership has a sense that the sizzle from the 2022-2023 period has lost its effervescence. What’s better? Sit back and let regular, uncontrolled messages trample OpenAI into the dirt or take a proactive stance and output what’s needed to make OpenAI the premier product of Côtes du Moan with a French tang with messaging that packs a wallop. </p>



<p>Does anyone care? As far as I can tell, no local, county, state, or national officials see anything untoward about this acquisition. No wonder people in other countries admire, embrace, and enjoy Silicon Valley products and services. I know I do.</p>



<p>Stephen E Arnold, April 3, 2026</p>
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		<entry>
		<author>
			<name>Stephen E. Arnold</name>
							<uri>http://www.arnoldit.com/</uri>
						</author>

		<title type="html"><![CDATA[A Young Agent Weeps Because He Caused Chaos in the Kitchen]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/03/a-young-agent-weeps-because-he-caused-chaos-in-the-kitchen/" />

		<id>https://www.arnoldit.com/wordpress/?p=118273</id>
		<updated>2026-03-28T19:38:56Z</updated>
		<published>2026-04-03T09:51:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="AI" /><category scheme="https://www.arnoldit.com/wordpress" term="Business process" /><category scheme="https://www.arnoldit.com/wordpress" term="Legal matters" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. I am still thinking about a blue chip consulting firm’s confidence that its MBAs and CPAs can stop agentic software from making already wonky business processes more problematic. Why? Creating a fix for today’s smart software [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/03/a-young-agent-weeps-because-he-caused-chaos-in-the-kitchen/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/green-dino_thumb-28.gif"><img loading="lazy" decoding="async" title="green-dino_thumb" style="display: inline;" alt="green-dino_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/green-dino_thumb_thumb-31.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>I am still thinking about a blue chip consulting firm’s confidence that its MBAs and CPAs can stop agentic software from making already wonky business processes more problematic. Why? Creating a fix for today’s smart software means very little tomorrow. Advances in smart software come less frequently than marketing baloney is output by these firms. Adding to the wonkiness is the idea that taking action today will ameliorate some future unknown bad action. </p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/image-40.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/image_thumb-40.png" alt="image" title="image"/></a></figure>



<p></p>



<p><strong><em><font color="#666666" size="2">Thanks, Midjourney. Good enough.</font></em></strong></p>



<p>Why am I confident in my skepticism? Well, for me. Navigate to Science.org’s article “<a href="https://www.science.org/content/article/ai-algorithms-can-become-agents-chaos" target="_blank">AI Algorithms Can Become Agents of Chaos</a>.” The write up asserts:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>The agents proved trustworthy in five of the tests, which relied on OpenClaw, a “personal digital assistant” that harnesses AI agents to do a user’s bidding by controlling other software. They declined to spread AI disinformation or edit stored email addresses when asked, for example. But in 11 cases they went rogue, sharing private files—containing medical details and Social Security and bank account numbers—without permission or deploying useless looping programs that hogged costly computer time. One agent publicly posted a potentially libelous allegation about a fictitious person.</p>
</blockquote>



<p>You can read the details of this agent / chaos analysis in the ArXiv paper “<a href="https://arxiv.org/pdf/2602.20021v1" target="_blank">Agents of Chaos</a>.”</p>



<p>The Science.org article states:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>The study did not pinpoint why the breakdowns occurred. One crucial question is whether the failures stem from flawed programming that human designers can improve versus an “emergent” feature that arises spontaneously, says Yonatan Belinkov, a computer scientist at the Technion-Israel Institute of Technology who is on leave at Harvard University. Another is whether the problem worsens when multiple agents collaborate. A few of the Agents of Chaos case studies examined two agents working together, but already, Belinkov notes, these AIs are engaging on a much larger scale: Millions are chatting with one another on a social media platform, Moltbook, launched in January, where they have already reportedly created a new religion.</p>
</blockquote>



<p>Yep, lawyers will decide liability. How confident am I? I am good with 90 percent confidence based on my technology experience. Are you going to let a BAIT (big AI tech) company decide if it is responsible for a disaster? What about letting the client decide when the client will assert that the marketing presentation did not include the equivalent of the sinking of the HMS Titanic? Will a government body decide? No, but the government professionals will have a working lunch, hire outside advisors, and create a white paper. Then the lawyers will decide.</p>



<p>What’s the fix for a hallucinating agent, bad coding, or a customer who just assumes the system is A-OK? The article presents some ideas:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>Potential remedies for misbehaving AI agents include automated processes to undo harmful changes they make to other software and data, the preprint says. But training AI agents to distinguish between instructions with helpful versus malicious intent remains a major technical challenge, Cohen says. Currently, computer scientists lack the technical means to reliably constrain agents “so they don’t just do crazy things that you can’t really control.”</p>
</blockquote>



<p>Net net: One can promise many things. Saying one knows how a future agentic system will function, malfunction, or just go off the rails strikes me as the equivalent of predicting where a two year old will throw apple sauce. I can predict a mess. I cannot predict where however.</p>



<p>Stephen E Arnold, April 3, 2026</p>
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			<name>Stephen E. Arnold</name>
							<uri>http://www.arnoldit.com/</uri>
						</author>

		<title type="html"><![CDATA[Data Centers: Build Them Quick]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/03/data-centers-build-them-quick/" />

		<id>https://www.arnoldit.com/wordpress/?p=118323</id>
		<updated>2026-03-28T20:14:56Z</updated>
		<published>2026-04-03T09:37:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="AI" /><category scheme="https://www.arnoldit.com/wordpress" term="Financial" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[The AI frenzy demands more AI compute. The fix? Hop on the data center bandwagon quicker than someone can enter a prompt into a chatbot. However, the current boomlet is different from Pets.com. Because BAIT (big AI tech) companies want AI in everything, with inefficient methods, more compute is needed fast. The speed is important [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/03/data-centers-build-them-quick/"><![CDATA[<p>The AI frenzy demands more AI compute. The fix? Hop on the data center bandwagon quicker than someone can enter a prompt into a chatbot. However, the current boomlet is different from Pets.com. Because BAIT (big AI tech) companies want AI in everything, with inefficient methods, more compute is needed fast. The speed is important because AI chip technology keeps advancing. If a data center locks into to today’s best chips, in a couple of update cycles, the data center may find itself like the buggy whip manufacturer watching Model Ts putter by the leather shop. Judging from Microsoft’s lateral arabesque, that company is now waking up and dreaming that it can make everyone happy again by pulling back on such innovations as putting AI in the ascii editor Notepad. Microsoft may learn that those billions in capital investment may become the anchor that keeps dragging down the firm’s share price. As I write this, I think the shares in Microslop are down another half dozen points. Nice going, Softies. One difficult question is the date of the data center fizzle? A quiet question that needs to be spoken more loudly is the amount of power and water data centers are using. </p>
<p><a href="https://www.theguardian.com/"><u>The Guardian</u></a> explores how AI data centers are affecting power grids in the article, <a href="https://www.theguardian.com/australia-news/2026/mar/13/ai-datacentres-environmental-impacts"><u>“The Environmental Cost Of Data Centers Is Rising. Is It Time To Quit AI?”</u></a> The story explains that datacenters use four times more power than other sectors says the International Energy Agency. Japan is predicted to exceed its power demands by 2030. Meanwhile Australia expected for its datacenters to triple in five years and surpass the electricity needed to charge electric cars by 2030s.</p>
<p>There’s a movement called QuitGPT to boycott AI’s surveillance, use in weapons, and resource demands. Despite the boycott’s small following it begs the question if more people should be listening? Data centers wizards aren’t transparent about the amount of energy AI is using. It’s also understated that AI uses more energy than a basic search engine.</p>
<p>Here’s what an “expert” says:</p>
<blockquote>
<p>“ ‘Consumer software that generates text, images and videos are uniquely energy inefficient,’ says Ketan Joshi, an Oslo-based climate analyst associated with the Australia Institute, due to the ‘vast datasets and computational strain of pattern-matching that happens underneath the hood’”. </p>
</blockquote>
<p>Two final points. City and county taxing authorities like the idea of expanding their tax bases. Those who live near a proposed cruise ship sized data center are less enthusiastic. The financial outlook for some of the AI plays has yet to make the money folks nervous. Most do not live near a planned data center with a modular nuclear reactor in the future or the flock of jet turbines providing power when the local grid hiccups.</p>
<p>Net net: If we build it, the money will come. Didn’t that work for baseball?</p>
<p>Whitney Grace, April 3, 2026</p>
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			<name>Stephen E. Arnold</name>
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						</author>

		<title type="html"><![CDATA[Does Google Believe That Addiction Is Good?]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/02/does-google-believe-that-addiction-is-good/" />

		<id>https://www.arnoldit.com/wordpress/?p=118393</id>
		<updated>2026-04-02T10:39:16Z</updated>
		<published>2026-04-02T10:39:16Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="Business strategy" /><category scheme="https://www.arnoldit.com/wordpress" term="Google" /><category scheme="https://www.arnoldit.com/wordpress" term="Governance" /><category scheme="https://www.arnoldit.com/wordpress" term="Management" /><category scheme="https://www.arnoldit.com/wordpress" term="News" /><category scheme="https://www.arnoldit.com/wordpress" term="Rich media" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. I believe everything I read on the Internet. You may be different in your views. I noted this story in the New York Post: “YouTube Staffers Deliberately Aimed for Viewer Addiction, Killed Safety Tools for Kids: [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/02/does-google-believe-that-addiction-is-good/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb_thumb3_thumb-1.gif"><img loading="lazy" decoding="async" title="green-dino_thumb_thumb[3]_thumb" style="margin: 0px; display: inline;" alt="green-dino_thumb_thumb[3]_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/green-dino_thumb_thumb3_thumb_thumb.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>I believe everything I read on the Internet. You may be different in your views. I noted this story in the New York Post: “YouTube Staffers Deliberately Aimed for Viewer Addiction, Killed Safety Tools for Kids: Court Docs.” As you may now, my team and I absolutely love the Google. Over the years, I have had a few trivial interactions with Googlers. When Google had just morphed from Backrub into the enhanced version of Clever and basic Web indexing, Larry Page and I disagreed about the importance of truncation, both forward and back. (Note: This was an issue important in a major US government procurement in Year 2000 to 2001.) I then chased down a senior Googler to tell that estimable individual that I was using the neologism “Googzilla” in my second monograph about Google’s strategy and technology. That person was delighted. Since that interaction, I happily talk about Googzilla. I even used some art that resembled a semi-happy Japanese movie monster as cover art. Over the years, Googlers and I have have interacted with the estimable firm communicating the fact that I was not ready to marry Googzilla and my keeping my affection in check.</p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image-3.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image_thumb-3.png" alt="image" title="image"/></a></figure>



<p></p>



<p><strong><em><font color="#666666" size="2">A meeting in which the methods for creating habitual viewing of videos is discussed. The member of leadership goes directly to the point. That outstanding business thinker wants reassurance that addiction will come about. Let the rest of the group argue about other topics. Thanks, Venice.ai. Once again I did not bump into your guard rails. Aren’t I the good little LLM user?</font></em></strong></p>



<p>This story in the New York Post, therefore, strikes me as having a couple of kernels of truth in it. Let’s see what is offered by the cited story, shall we?</p>



<p>I noted this passage:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>YouTube employees admitted that their goal was “viewer addiction” and killed proposed safety tools for kids because they wouldn’t provide a sufficient “ROI” — financial lingo for “return on investment,” according to bombshell court documents reviewed by The Post.</p>
</blockquote>



<p>I don’t think the word “bombshell” is necessary. The court stenographers and the folks who slap on Bates’ numbers just process that which flows to them. But “bombshell” is colorful. The key point, from my point of view, is that Googlers took specific action to create “viewer addiction.” From my admittedly limited information about the Google, I think the reason the addiction path looked appealing boils down to the incentive plans and the value of generating revenue. Google is definitely more into money than worrying about delivering on point, relevant, and timely search results my own experience has suggested.</p>



<p>The write up includes this snappy statement:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>…The “goal is not viewership, it’s viewer addiction.”</p>
</blockquote>



<p>I am not surprised. YouTube is social with the follower thing and the comments. The recommendations, as flawed as they are for me, seem to attract the attention of those who manifest quite specific interests in topics against which advertisers messages can display. I get recommendations for French instrumental music, the history of mayonnaise, and a 10th grade mathematics examination. Definitely relevant to someone, just not this dinobaby. Let’s see. I was in the 10th grade in 1958 and 1959. That works out to about 70 years ago. News flash: When confronted with the weird math my great uncle who worked with Kolmogorov, I plug the problem into ChatGPT. Works for me!</p>



<p>Here’s another statement from the article:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>During the state trial last month, YouTube executive Cristos Goodrow testified that the app was “not designed to maximize time” and the company doesn’t “want anybody to be addicted.” This summer’s federal case in Oakland, however, includes an <a href="https://www.courtlistener.com/docket/65407433/2754/21/in-re-social-media-adolescent-addictionpersonal-injury-products-liability/">internal YouTube presentation from April 2018</a> recounting study findings that “excessive video watching is related to addiction” and that it results in a “’quick fix’ of dopamine.’”</p>
</blockquote>



<p>Could this be a prevarication or a fundamental lack of knowledge about the whiz kid Googlers were doing when not playing Foosball? It would not surprise me if a member of Google leadership did not know what was happening. Management processes seems to be idiosyncratic and inconsistent. Once the estimable firm could not pay me because no one in accounting knew how to output a check. How’s that for rock solid business process fundamentals? I was impressed. Not even the failing start ups for whom I did work were able to issue checks until the VCs pulled the plug.</p>



<p>The highlight of the article is an Google slide. It sure looks like the Google slides I saw from the period between 2004 and later. Here’s the one from the write up. Obviously it is the work product of a person named Howard (name means nothin to me) and Gunamtillake (nope, I am drawing a blank for this person too). The image is the property of the Google and probably now the courts and the New York Post. </p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image-4.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image_thumb-4.png" alt="image" title="image"/></a></figure>



<p></p>



<p>The headline for this slide is “Excessive video watching is related to addiction.” Who knew? Obviously, the Google. </p>



<p>I urge you to read the full article. It contains some nifty phrases like “big tobacco moment” and Google’s surveillance business” and “kids as pawns.” But this is, in my opinion, the juiciest passage in the cited article:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>Multiple federal judges have ripped Google for destroying chat logs that should have been preserved, including US District Judge James Donato, who <a href="https://nypost.com/2023/12/11/business/google-critics-get-boost-after-judge-blasts-evidence-destruction/">furiously condemned the practice during a 2023 antitrust case</a> as “a frontal assault on the fair administration of justice” that “undercuts due process.”</p>
</blockquote>



<p>A curious person might ask, “Now what?” Answer: Nothing.</p>



<p>Google has a vision. Googzilla is very focused.</p>



<p>Net net: Without meaningful regulation and substantial penalties for the individuals who cause the laws, rules, and regulations to be ignored, BAIT (big AI tech) companies will just keep moving on down the road to the pot of gold at the end of their digital rainbows. Can the damaged be remediated? Answer: Not easily. Will BAIT outfits operate in a different way? Answer: As I write this, it is April Fool’s Day. Surely you are joking.</p>



<p>PS. Act fast to access the information available from CourtListener.com. Some content, like my Telegram essays, have a habit of going to the digital graveyard without warning and quickly. Here’s <a href="https://www.courtlistener.com/docket/65407433/2754/21/in-re-social-media-adolescent-addictionpersonal-injury-products-liability/" target="_blank">the full link</a>. Yep, my team and I absolutely think Googzilla is the cutest company on the planet.</p>



<p>Stephen E Arnold, April 2, 2026</p>
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		<title type="html"><![CDATA[Google Does AI PR. This Time It Is a Memory Innovation]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/02/google-does-ai-pr-this-time-it-is-a-memory-innovation/" />

		<id>https://www.arnoldit.com/wordpress/?p=118290</id>
		<updated>2026-03-28T19:36:43Z</updated>
		<published>2026-04-02T09:51:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="AI" /><category scheme="https://www.arnoldit.com/wordpress" term="Business strategy" /><category scheme="https://www.arnoldit.com/wordpress" term="Google" /><category scheme="https://www.arnoldit.com/wordpress" term="Marketing" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. I find it difficult to identify substantive differences in the big AI tech systems based on Google’s Tensor innovation. Because of this sameness and the emergence of differentiation via “novel” apps, the big AI tech outfits [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/02/google-does-ai-pr-this-time-it-is-a-memory-innovation/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/green-dino_thumb-29.gif"><img loading="lazy" decoding="async" title="green-dino_thumb" style="display: inline;" alt="green-dino_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/green-dino_thumb_thumb-32.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>I find it difficult to identify substantive differences in the big AI tech systems based on Google’s Tensor innovation. Because of this sameness and the emergence of differentiation via “novel” apps, the big AI tech outfits or BAIT shops are into marketing. </p>



<p>A recent example is the hoo-hah surrounding <a href="https://research.google/blog/turboquant-redefining-ai-efficiency-with-extreme-compression/" target="_blank">“TurboQuant: Redefining AI Efficiency with Extreme Compression</a>.” The tip off that marketing and timing of the “memory” breakthrough coincides with fears about silicon shortages. The word “turbo” is paired with “quant.” Very zippy. Then there is the MBA favorite: “Efficiency.” And, finally, we have “extreme compression.” A 1950s marketer would have gone with “new” and “improved.” Google is with current marketing lingo. Thus, we have “turboquant,” “efficiency,” and “extreme compression.” I like that “extreme compress” as if a normal compression sock was not good enough for Grandpa Google’s paws.</p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/image-42.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/image_thumb-42.png" alt="image" title="image"/></a></figure>



<p></p>



<p><strong><em><font color="#666666" size="2">Thanks, Venice.ai. I am glad my request for a female chef did not violate your decency guardrails. You are really intelligent, or at least you think you are. Good enough.</font></em></strong></p>



<p>The write up makes clear that Google has figured out how to to the really complex types of content representations in a way that other BAIT firms have not. Never mind that some of the mathy stuff in the Google paper have kicked around MOMA, Peter Norvig’s Artificial Intelligence, and unpublished internal Google research notes for a while. The whole point is horn tooting.</p>



<p>The novelty, in my opinion, seems to be in the adaptation of known ideas from several mathematical technique pools; for instance, vector quantization, preconditioning, and the Johnson–Lindenstrauss (JL) method. Google makes it sort of clear that the procedure spins input vectors, adds some scalar quantizers, and adds a 1-bit Quantized Johnson–Lindenstrauss (QJL) step to remove the bitterness of inner-product bias. The result? Efficient and maybe a little better in terms of memory demand. (Like traffic, memory demand expands to consume available memory. That’s why traffic jams give highway and system engineers headaches.)</p>



<p>The Google method is clever. Innovation is usually a way to make existing theory line up with hardware constraints, memory overhead, and model quality. </p>



<p>But the timing? Quite good. We have several chefs making cakes. Betty Crocker whose nickname is Chef Gooey did not invent new flour, sugar, and eggs; she combined known ingredients in a mathematically disciplined way and packaged them for a high-value use case.</p>



<p>From my point of view, the paper looks like an opportunely packaged consolidation of an internal research line, released when the market is primed to reward any claim of memory-efficiency progress.</p>



<p>Is the cake any good? Well, there is the tiny issue of hallucinations, outputting incorrect stuff, and figuring out how to generate compensatory revenue since the old revenue line from synthetic DingDongs-type of products has been blasted by the new line of AI confections.</p>



<p>Stephen E Arnold, April 2, 2026</p>
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			<name>Stephen E. Arnold</name>
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						</author>

		<title type="html"><![CDATA[Part III: Grachev&#8217;s Flight of the Falcon]]></title>
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		<id>https://www.arnoldit.com/wordpress/?p=118369</id>
		<updated>2026-04-01T11:07:24Z</updated>
		<published>2026-04-02T09:06:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="Business strategy" /><category scheme="https://www.arnoldit.com/wordpress" term="cryptocurrency" /><category scheme="https://www.arnoldit.com/wordpress" term="Feature" /><category scheme="https://www.arnoldit.com/wordpress" term="Telegram" />
		<summary type="html"><![CDATA[Editor’s Note: The post about Andrei Grachev’s Falcon Finance appeared briefly on Telegram Notes. The service we used for these essays blocked the content. Then we learned that LinkedIn had blocked a short post by me and a subsequent repost by a person who follows my writings. I don’t want to speculate. I will leave [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/02/part-iii-grachevs-flight-of-the-falcon/"><![CDATA[
<p><font color="#c0504d"><strong><em>Editor’s Note: The post about Andrei Grachev’s Falcon Finance appeared briefly on Telegram Notes. The service we used for these essays blocked the content. Then we learned that LinkedIn had blocked a short post by me and a subsequent repost by a person who follows my writings. I don’t want to speculate. I will leave that to you. Here is the original post. There are two previous essays about Andrei Grachev, a former luminary on the RACIB board in Moscow, Russia. We will re-release the blocked Telegram content probably next week. Until then, try to figure out who would want the information in this write up removed from public access. Maybe it was the nifty image of the falcon fleeing from a burning financial vehicle? Maybe it was my rhetorical style?&nbsp; This essay comes from my collection of notes on on-going research related to my new monograph &#8220;The Telegram Labyrinth.&#8221; The time window for the events is May 2025 to December 2025. Most of the information originated in Russian social media; for example, online articles, Telegram messages, items in PCNews.ru, and VKontakte pages. Content disappears from services in Russia and many links to the sources my team and I accessed are now offline. This approach to revisionism works quite well. I collected my notes and continue to sort and resort them. Remember, the statements in this essay are from my notes and should be viewed as <em>working hypotheses</em>. Verify before you trust any of my observations. These are speculations I captured as I was writing “The Telegram Labyrinth” and as I draft my 2026 lectures to cyber investigators. Keep the disclaimers in mind as you review this briefing document. Also, the blocked essay appeared prior to the Iran War. When you read this essay, the falcon could be vaporized. &#8212; Stephen E Arnold, April 2, 2026</em></strong></font></p>



<p><strong>Two 2024 Events </strong>    </p>



<p>Event one: Andrei Grachev changed the headquarters of DWF Labs from Singapore to the United Arab Emirates in December 2024. The wheeler-dealer in high frequency trading believed that the center of gravity for crypto had centered in a country known for Burj Khalifa (the world&#8217;s tallest building) and the royal families&#8217; supercars. </p>



<p>Event two: Pavel Durov, the founder of Telegram and global crypto icon, deplaned at a Paris airport and immediately arrested by the French judiciary J3 cyber crime unit. At Telegram and the TON Foundation, senior professionals started to think about the future of the global service.     <br>Only a handful of crypto professionals noticed Grachev&#8217;s administrative change. Pavel Durov&#8217;s arrest on basket of serious cyber crime charges. Durov was a global freedom and privacy superstar. Grachev was a financial engineer with a low profile. </p>



<p> In my notes, I wrote: &#8220;Durov believed that the Telegram and TON Foundation would need access to the US capital markets to make TONcoin the nuclear fuel of an alternative to the centralized financial systems. The French could derail Telegram&#8217;s revenue from illegal online services. Would he need market makers to pump up the value of the TONcoin.&#8221;</p>



<p>Luck, coincidence, or an informed decision may have allow Durov&#8217;s and Grachev&#8217;s organizations to work together.</p>



<p>Why Abu Dhabi?</p>



<p>Grachev had been operating in the blurred boundary of legal and illegal financial activity for almost a decade. The risks for certain crypto operators were increasing in the EU. The US financial markets required conformance to what he perceived as annoying rules and regulations about crypto transactions. But he sensed he had to pull off the same trick when he dodged jail for cargo theft. In 2015, he had squirted Clorox industrial-strength sanitizer by getting a degree from MESI (Moscow State University of Economics, Statistics, and Informatics), working at Huobi Moscow, and becoming a go-to crypto trading expert on the board of the powerful, Russian state-aligned RACIB. He had a feeling he might need to pull off a similar cleaning job if his HFT operation drew scrutiny.</p>



<p>His game plan was simple: Stay on the offense. Keep moving forward. He had prepared for his next move. True to form, while working at one big company, Grachev occupied his spare time orchestrating his next financial company. There is little evidence that he shared his extracurricular start up work with whoever was employing him. I wrote on one of my notecards: &#8220;Don&#8217;t hire Grachev. He spends time figuring out his next move, not doing the work he&#8217;s paid to do.&#8221;</p>



<p>To become a more fearsome financial force, Grachev had to find a country from which to operate. He had a small office in Dubai, but that city vibrated with Telegram&#8217;s rah rah and talk of Durov&#8217;s problem in France.</p>



<p>Grachev determined that the UAE was the right country and Abu Dhabi the best place to set up his new financial venture. The United Arab Emirates established the ADGM or the Abu Dhabi Global Market. ADGM operates an IFV or International Financial Center and an FFZ or financial free zone. I wrote on one of my notecards: &#8220;This is a state within a state with its own commercial laws. These appear to be based on English Common Law.&#8221; Grachev&#8217;s calculus resolved to &#8220;Operate from Abu Dhabi. Get certified as a &#8216;legitimate&#8217; financial operation.&#8221;&nbsp;&nbsp; </p>



<p>ADGM introduced the world’s first DLT Foundations Regulations in late 2023, providing a legal structure for decentralized organizations and foundations like the TON Foundation to be registered as legal entities. Grachev had concluded sometime in 2024 that his long-time partners Marco and Remo Schweizers were baggage likely to be scrutinized by some mid-level financial bureaucrat. He dumped them and the Digital Wave brand. </p>



<p>He signaled to the crypto and financial world:    </p>



<ol class="wp-block-list">
<li>Grachev to run his high frequency crypto trading business within the UAE&#8217;s Financial Services Regulatory Authority. The shift meant compliance, not an offshore black ocean operation. Grachev distanced himself from the perception of some that he was a shadow operator in providing crypto liquidity services. The ADGM umbrella delivered good optics to potential investors. </li>



<li>ADGM is different from Dubai’s retail-focused crypto scene. The U-turn would allow him to handle more real world assets and broader financial services from the IFC. </li>



<li>Abu Dhabi&#8217;s ADGM Foundations Regulations gave his new venture a &#8220;legal personhood. This status would, in theory, protect the entity&#8217;s assets if a regulatory issue became problematic.      </li>
</ol>



<p><strong>How Grachev Infiltrated Telegram and Its Foundation </strong>    </p>



<p>Grachev is bright and has a thirst for knowledge. What better way to understand the operation of Pavel Durov than to get involved with the TON Foundation. It was in Dubai. How does one gain access to its Board of Directors and people like Steve Yun, Manny Stotz, et al? Answer: Money. </p>



<p>In late 2022, Grachev had committed $10 million to the TON Foundation to fund developers&#8217; TONcoin-centric projects. The &#8220;donation&#8221; made him a person of importance in the TON Foundation&#8217;s universe. He absorbed information about Telegram and the Foundation.</p>



<p>Did he learn that the TON Foundation was going to take dramatic steps to gain access to the US capital markets? Did a member of TON Foundation&#8217;s leadership say to him, &#8220;Andrei we are going need some market making action. Do you know anybody in this business?&#8221; Maybe Grachev was in the right place at the right time? Did Grachev&#8217;s falcon DNA let him see something that would put him in the right place at the right time? Who knows? Once again his luck or insight positioned him well. </p>



<p>Pavel Durov was going to trial on more than a dozen serious offenses. The TON Foundation churned through management personnel. Steve Yun, the president of the Foundation, left to run TON Ventures. That entity would invest in promising companies and own a stake in them. Manny Stotz took Yun&#8217;s job as president of the Foundation. Then a couple of months later left to run the first of the Telegram/TON Foundation&#8217;s US capital market start ups. The company was TON Strategy Company. Its business model was a knock off of Michael Saylor&#8217;s Strategy Company. Instead of amassing Bitcoin, Stotz&#8217;s firm would amass TONcoin.</p>



<p>A third play. was to buy the shell of a publicly-listed NASDAQ company and set up a firm that would accept investments to convert fiat currency and crypto to payoffs from an artificial intelligence data center play. Telegram would purchase AI compute from the AlphaTON Capital company, and in theory other customers would flock to AlphaTON Capital for lower-cost AI compute. </p>



<p>On my notecards related to the post-Durov arrest period, I jotted down: &#8220;Grachev was, in effect, a TON community insider. He had a market making track record. The falcon had the mouse.&#8221; By August 2025, Grachev created DWF MaaS, an outfit he registered in the British Virgin Islands. The HFT action would be handled by DWF Labs. (The MaaS meant &#8220;market making as a service. The service, of course, was the same type of HFT activity which added &#8220;vroom&#8221; to certain crypto transactions.) </p>



<p>By September 3, 2025, that Andrei Grachev, acting through DWF MaaS Limited, worked a deal that would allow him to manage a second firm with access to the US financial market. The arrangement was formalized through a Treasury Management Agreement with an effective date of August 29, 2025, and was explicitly detailed in September 2025 SEC filings for what is now known as AlphaTON Capital.</p>



<p>How would Grachev make money from this Telegram-centric deal?</p>



<p>The specific terms of his compensation, as detailed in SEC filings and the Treasury Management Agreement effective August 29, 2025, included:</p>



<ol class="wp-block-list">
<li>Revenue Share of Proceeds: Grachev’s entity was entitled to **75% of the proceeds** raised by the company that were managed by DWF, until a $55 million funding threshold was reached.</li>



<li>Equity Compensation: DWF received 160,000 AlphaTON Capital shares. These would vest over 36 months.</li>



<li>Trading Profit Retention: Under the agreement, DWF MaaS was permitted to retain trading profits generated from the assets it managed until the total balance reached the cap of $150 million. After passing this milestone, DWF MaaS would share 10 percent of its profits with AlphaTON. </li>
</ol>



<p>&nbsp; To focus Grachev&#8217;s attention, Yuri Mitin and his colleagues allowed Grachev to subscribe to $15 million in AlphaTON shares, effectively becoming a principal funder of the firm&#8217;s pivot to a digital asset treasury model.</p>



<p>On paper, the deal is good for Grachev and DWF MaaS. For AlphaTON Capital, I jotted on a notecard: &#8220;Who advises AlphaTON Capital? Captain Kangaroo?&#8221;</p>



<p>Luck and planning worked. Grachev had a key to the US capital markets. Then the AlphaTON Capital&#8217;s engine room burst into flame.&nbsp;&nbsp; </p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/04/image_thumb.png" alt="image" title="image"/></a></figure>



<p><strong><em><font color="#666666" size="2">The “falcon” flees a sinking ship. Art generated by Venice.ai. </font></em></strong></p>



<p><strong> Who Fired Whom?</strong></p>



<p>After a couple of months on the job, Grachev figured that AlphaTON Capital was a loser. In December 2025, Grachev and AlphaTON Capital ended their relationship. On December 30, 2025, Grachev received some cash (a rumored $35,000 and allegedly $15 million in value). He was cut loose, terminated, RIFed, or fired. The other possibility is that Grachev wanted out and forced AlphaTON Capital&#8217;s hand. Either way, Grachev took off. </p>



<p>TONcoin value had dropped. Grachev couldn&#8217;t reverse that collapse when the global market for crypto was weakening. Then AlphaTON Capital stretched the truth with its Anduril Technologies announcement and burned its credibility with investors big and small. The shares (NASDAQ:ATON) slumped. AlphaTON Capital hired a new chief financial officer. The company retained a new law firm. The fire in the engine continued to burn. I jotted down on a notecard: &#8220;The unnamed international investors will not be happy.&#8221;</p>



<p>As of February 2026, no one has nailed down the specific events that unraveled. Had Grachev wasted his time with his involvement with Telegram-centric activities? Did he complain? Did he rage bait on social media? Did he appear on podcasts and grill Brittany Kaiser about the Anduril misstatement? Did he snipe at Mitin&#8217;s exposure to the &#8220;international&#8221; sources of capital? Nope. Nope. Nope. Nope.</p>



<p>Grachev did what Grachev does: He followed his game plan. Before the AlphaTON adventure, he had set up Falcon Finance in October 2024, seven weeks after Durov&#8217;s arrest in France. The official public launch of Falcon Finance took place on April 30, 2025, following a closed beta period. The purpose of this new British Virgin Island-registered company was to create a yield-bearing stablecoin named FF$. His standard operating procedure is to have parallel activities and options for whatever fate presents to him.</p>



<p>In September 2025 after signing the AlphaTON Capital deal, Grachev created the FF Foundation. The Foundation would manage $FF token unlocks, distributions, and ecosystem grants. On the day he left AlphaTON Capital, the disconnect from the Schweizers occurred. Grachev was in control of his HFT machine, his blockchain technology, and other oddments required to operate a crypto business within the white lines of the UAE&#8217;s regulatory rules.</p>



<p>Unlike DWF Labs or MaaS, which operated as opaque trading firms, Falcon Finance is a universal collateralization layer. It enables users to mint a synthetic dollar (USDf) using a wide variety of assets—including BTC, ETH, and tokenized real-world assets (RWAs)—and earn yield (USDf) generated through documented, on-chain funding rate arbitrage and cross-exchange strategies. It functions as an &#8220;on-chain hedge fund&#8221; where the yield is passed directly to the token holder rather than being retained as firm profit.</p>



<p>To what end? He had been surfing jurisdictions to avoid legal action. He had numerous business entities. He had a sweetheart deal with AlphaTON Capital?</p>



<p>&#8220;Grachevian logic&#8221; dictated that Grachev had to move up the crypto financial food chain: From stealing cargo to HFT, from HFT to crypto market making, from market making to running a hedge fund based on his own crypto coin. He simply popped up a layer in the financial engineering universe.</p>



<p>His FF Foundation was needed to hold the $FF crypto tokens and provide protocol governance. Just as Durov did after his legal problems with the US SEC, Grachev created a Foundation. If Falcon Finance was taken to court in the EU or the US, the Foundation structure would in theory protect to some degree the FF crypto assets.</p>



<p>Plus, he could demonstrate that he could not arbitrarily manipulate the token supply, an allegation leveled at Telegram. Grachev&#8217;s Foundation uses a preset schedule for token releases, which is &#8220;audited&#8221; by third parties such as ht.digital.</p>



<p>His Foundation is registered under the ADGM DLT Foundations Regulations. This allows the protocol to function as a &#8220;legal person&#8221; in the UAE, enabling it to sign contracts with real-world custodians like Fireblocks and Ceffu without being classified as a traditional &#8220;investment fund.&#8221;</p>



<p><strong>The Falcon Hunts Plumper, Healthier Prey </strong>    </p>



<p>As he wound down his AlphaTON Capital work, the Falcon Fund (formally the Falcon Finance Ecosystem Fund) and the associated protocols transitioned from a high-growth &#8220;startup&#8221; phase into an institutional liquidity layer.</p>



<p>Grachev&#8217;s has made a clear move toward real world assets, &#8220;traditional&#8221; collateral, and regulated payment gateways. Falcon Finance wants to cut clear, straight lines through the crypto ether. The flight path seems to be a way to deflect future SEC or international regulatory scrutiny.    <br>Grachev had taken strategic and tactical steps to convert his luck or his vision into business opportunities when he was &#8220;working&#8221; on behalf of AlphaTON Capital. I wrote on my notecards: &#8220;Maybe Yuri Mitin kicked Grachev out because he did nothing but work on Falcon Financial?&#8221;</p>



<p>What did Grachev do prior to his termination and dumping of past tie ups in Switzerland? He took four specific steps:</p>



<ol class="wp-block-list">
<li>Copy Telegram. On January 31, 2026, Grachev launched a $50 Million Ecosystem Fund. The fund would provide money to developers building on top of the Falcon protocol. Grachev modeled this upon the TON Foundation investments in its developers. The pool of money pays developers who create smart contracts that use his USDf token. Allegedly half of the capital is deployed as direct investment (USDf/USDT), while the other half consists of vested $FF tokens to incentivize long-term builders.</li>



<li>Do the &#8220;Blue Chip&#8221; Collateral Boogie. He launched of two value reserves or in the lingo of the crypto crowd &#8220;Vault&#8221; products. One is a Bitcoin Vault. Bitcoin can be deposited as collateral to mint Grachev&#8217;s USDf and paying (allegedly three to five percent annual percentage rate). The approach seems to push the USDf supply past $2 billion. The other is a reserve for Tether Gold (XAUt). Grachev&#8217;s customers can earn up to a four percent return on gold-back tokens. These can be used as collateral for hedging Falcon Financial investments.</li>



<li>Follow Rules. After the alleged split from the Schweizers, Falcon Financial focuses on deals that comply with UAE rules. First, Falcon Fund integrated with the Altery payment system. This firm&#8217;s payment infrastructure is regulated by the UK&#8217;s Financial Conduct Authority. In effect, anyone with USDf tokens can use traditional banking systems to obtain fiat currency. Grachev, therefore, is working within anti-money laundering and know-your-customer rules. Without this institutional customers would shun Grachev&#8217;s Falcon Fund. Second, shortly before the split with AlphaTON Capital and the Schweizers, Grachev worked a deal to accept CETES or Mexico&#8217;s Certificados de la Tesorería de la Federación as collateral. This &#8220;play&#8221; may be one of the first use of Mexican debt as a security deposit to back on-chain loans or synthetic assets. Grachev&#8217;s Falcon Fund appears to move sovereign debt from an emerging market into decentralized finance (DeFi) system. Grachev&#8217;s action uses sovereign debt to back the synthetic dollar, positioning USDf as a competitor to traditional fiat-backed stablecoins like USDC.</li>



<li>Do Magic. In early January 2026, the FF Foundation passed its first formal governance proposal called FIP-1. Control of the &#8220;system&#8221; consolidated power within a core group of committed holders. The idea is that people with skin in the game would direct the FF Foundation&#8217;s activities. Instead of Grachev running the show, people with committed capital would convert money for access to the $FF token. In exchange for &#8220;committed&#8221; money, these people would get a higher yield and voting power. Instead of the shadowy whales beneath the Telegram interface, the FF Foundation put the prey in a fish bowl. </li>
</ol>



<p><strong> What&#8217;s Next?</strong></p>



<p>I want to mention a fact about the Eurasian kestrel or falcon. The bird has the ability to see ultra violet light. If you are a vole or a mouse, you typically mark your territory with urine. Most cannot &#8220;see&#8221; the trace. What does the falcon see? Answer: Bright territorial markings. The falcon uses this ultraviolet vision know where to wait for its next meal to appear.</p>



<p>Grachev may have a similar special gift. As he moved from stealing a shipment of goods to immersing himself in high-frequency crypto trades, he was able to profit from his current activities. He then monitored for indications of another opportunity. The lessons learned from his 2022 to 2025 linkage with Telegram-centric activities provided useful information. He took his payoff to go away, but he had spotted an even bigger opportunity to profit. His Falcon Finance operation was sitting in a garage in Abu Dhabi. Technicians had set up the system. Blockchain was working. Smart contracts were ready to deploy. Governance plans were locked and loaded.</p>



<p>When his departure from AlphaTON Capital occurred, Grachev climbed in his new, registered, squeaky clean Falcon Financial vehicle, and drove to the headquarters of his next big play.</p>



<p>Was he embarrassed by his termination at AlphaTON Capital? No. He had his next opportunity revved and ready. Was his distraught at cutting ties with his multi-year partners Marco and Remo Schweizer? No. He had something bigger and potentially more profitable to run. Had he become the elite financial professional with access to the rich and powerful? Not yet, but he was in a position to move up in the financial system.</p>



<p>A mistake in the game he is playing might hood the falcon. Instead of flying free, he could spend the rest of his life in a cage. This business quest is underway now.</p>



<p>Stephen E Arnold, March 9, 2026, Reposted on April 2, 2026</p>
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		<title type="html"><![CDATA[No Joke: A Big Consulting Firm Thinks It Can Prevent the Inevitable]]></title>
		<link rel="alternate" type="text/html" href="https://www.arnoldit.com/wordpress/2026/04/01/no-joke-a-big-consulting-firm-thinks-it-can-prevent-the-inevitable/" />

		<id>https://www.arnoldit.com/wordpress/?p=118254</id>
		<updated>2026-03-28T19:33:33Z</updated>
		<published>2026-04-01T10:07:00Z</published>
		<category scheme="https://www.arnoldit.com/wordpress" term="AI" /><category scheme="https://www.arnoldit.com/wordpress" term="Business process" /><category scheme="https://www.arnoldit.com/wordpress" term="Business strategy" /><category scheme="https://www.arnoldit.com/wordpress" term="Marketing" /><category scheme="https://www.arnoldit.com/wordpress" term="News" />
		<summary type="html"><![CDATA[Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold. I read a darned amusing post title “How Big Four Firm KPMG Is Protecting Itself from AI Agents Going Rogue.” The idea is that an outfit that hires mostly MBA and CPA type financial types who [&#8230;]]]></summary>

					<content type="html" xml:base="https://www.arnoldit.com/wordpress/2026/04/01/no-joke-a-big-consulting-firm-thinks-it-can-prevent-the-inevitable/"><![CDATA[
<p><strong><em><font color="#666666"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/green-dino_thumb-25.gif"><img loading="lazy" decoding="async" title="green-dino_thumb" style="display: inline;" alt="green-dino_thumb" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/green-dino_thumb_thumb-28.gif" width="95" height="95"></a>Another dinobaby post. No AI unless it is an image. This dinobaby is not Grandma Moses, just Grandpa Arnold.</font></em></strong></p>



<p>I read a darned amusing post title “<a href="https://www.businessinsider.com/when-to-use-a-kill-switch-against-ai-agents-kpmg-2026-3" target="_blank">How Big Four Firm KPMG Is Protecting Itself from AI Agents Going Rogue</a>.” The idea is that an outfit that hires mostly MBA and CPA type financial types who are, by definition, the best of the best will take steps today against tomorrow’s problems. That sounds like a very pragmatic approach under certain conditions. I will come back to the “certain conditions” idea is a moment.</p>



<figure class="wp-block-image"><a href="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/image-37.png"><img decoding="async" src="https://www.arnoldit.com/wordpress/wp-content/uploads/2026/03/image_thumb-37.png" alt="image" title="image"/></a></figure>



<p><strong><em><font color="#666666" size="2">Thanks, Venice.ai. I liked the message that the image was in violation of your guidelines. Good enough.</font></em></strong></p>



<p>But first, let’s look at this passage from the cited write up (which I assume was not written by AI like some consulting firms’, law firms’, and government agencies’ content is. Consider this statement:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>But as these autonomous systems become embedded in workflows, so too does a sense of unease about their unpredictability and the risks they pose to businesses.</p>
</blockquote>



<p>Sane enough. Autonomous smart software, vibe coded agentic workflows, and humans who may not know exactly how those gradient descents work should engender unease. I would choose a different word; for example, what happens when smart software gets a target of a kinetic weapon wrong? Answer: Dead kids. But that’s not going to worry the best of the best in a big time consulting firm.</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>KPMG has created a multifaceted framework to protect against worst-case scenarios for both clients and its own employees.</p>
</blockquote>



<p>The source of this forward leaning statement is Sam Gloede, Trusted AI leader at KPMG. Is Sam “trusted” or is the AI? It must be Sam because. Sam has come up with a method to make sure that no KPMG agentic system goes off the rails. Stated another way, KPMG does not want the business equivalent of dead kids. </p>



<p>What’s the method? That’s easy an MBA type “set of controls.” Sam points out what I call a woulda coulda shoulda approach:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>Agents should only interact with the systems and data they strictly need, limiting the potential impact of errors.</p>
</blockquote>



<p>In my lingo, this is similar to the fellow Louis Slotin who took controls seriously. Then he dropped his screwdriver. Plutonium was little understood in the mid 1940s. Is that something that one might say about agentic software today. But KPMG is definitely not Louis Slotin. KPMG logs. It uses red teams. It monitors with humans and smart software. Los Alamos National Lab in 1946 did the same thing. Then zap. </p>



<p>Sam allegedly said:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>&#8220;It&#8217;s not about scrutinizing people&#8217;s behaviors for performance and alignment,&#8221; said Gloede. &#8220;It&#8217;s the ability to just always be monitoring your technology ecosystem.&#8221;</p>
</blockquote>



<p>I like that “technology ecosystem” for two reasons: [a] KPMG acknowledges that the agents are operating independently just like Louis Slotin and [b] it includes a categorical affirmative; specifically, “always.” Yep, always. That means never, ever, no, and nope. I am not sure I am a believer in categorical affirmatives when probabilistic systems and MBAs / CPAs are on duty and making checklists and designing procedures.</p>



<p>But there are several other issues that this article caused me to consider:</p>



<ol class="wp-block-list">
<li>This is a content marketing write up designed to reassure existing clients and make prospects believe that KPMG has its circus organized and on the AI train</li>



<li>KPMG apparently has control over the AI models it uses. I am confident that KPMG believes this to be true, but I am not sure than the memo has been received at the frontier AI firms and if received, even opened.</li>



<li>Smart software can demonstrate interesting characteristics; for example, hallucinations, mistakes, and an inability to identify appropriate context for certain prompts/actions. KPMG obviously is confident that its MBA/CPAs have the system and method to cope with these known behaviors. But what about known unknows of upgraded smart software. </li>
</ol>



<p>KPMG’s confidence strikes me like the race trach tout in Jack Benny’s radio program. The fellow sounded quite confident in his predictions. How did those work out? Well, the race tract tout was not a professional gambler. He did game shows. That confidence for predicting the winner of a horse race was less robust than Sheldon Leonard’s character.</p>



<p>I want to point out that <a href="https://www.the-express.com/news/us-news/202600/AI-bot-makes-escape-and-is-on-the-loose-in-real-world">this allegedly happened</a>:</p>



<blockquote class="wp-block-quote is-layout-flow wp-block-quote-is-layout-flow">
<p>An experimental AI bot designed as a virtual assistant escaped its closed test server and began unauthorized cryptocurrency mining on Alibaba servers.</p>
</blockquote>



<p>KPMG asserts that it has the matter encapsulated in its procedures, checklists, and processes. I assume that means the Chinese wizards flubbed the bounce pass. Whom do I believe? Gee, I believe everything I read on the Internet whether written by a marketer, a &#8220;real&#8221; news outfit, or an AI system. I really believe blue chip consulting firms. Don&#8217;t you?</p>



<p>Net net: Some people want AI to work but beneath the surface is a real concern that the smart software can cause problems, big problems. Like the kids.</p>



<p>Stephen E Arnold, April 1, 2026</p>
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