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    <title>Coté</title>
    <link>https://cote.io/</link>
    <description></description>
    
    <language>en</language>
    
    <lastBuildDate>Mon, 15 Jun 2026 07:26:36 +0200</lastBuildDate>
    <item>
      <title>🤖 Europe 2031: How AI Dependency Becomes Geopolitical Irrelevance Without Radical Political Will</title>
      <link>https://cote.io/2026/06/15/europe-how-ai-dependency-becomes.html</link>
      <pubDate>Mon, 15 Jun 2026 07:26:36 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/15/europe-how-ai-dependency-becomes.html</guid>
      <description>&lt;p&gt;&lt;em&gt;Original: &lt;a href=&#34;https://europe2031.ai/summary/&#34;&gt;Summary — Europe 2031&lt;/a&gt; - Europe 2031 Project. Summarized by Claude AI on Jun 15, 2026.&lt;/em&gt;&lt;/p&gt;
&lt;h1 id=&#34;the-take&#34;&gt;The Take&lt;/h1&gt;
&lt;p&gt;Europe is sleepwalking into a structural position where it owns almost none of the AI stack, accesses frontier models only on American terms, and can be economically hollowed out and geopolitically cornered by 2031 — not because its leaders are venal or stupid, but because the institutional habits that built the Union (consensus, procedure, deferred hard choices) are catastrophically mismatched to the speed of AI development. The piece is a five-year scenario that doubles as a policy argument: the current European response is an order of magnitude too small, aimed at the wrong goals, and the only viable path out runs through leverage — being indispensable — not through the comforting but hollow rhetoric of “sovereignty.”&lt;/p&gt;
&lt;h1 id=&#34;summary&#34;&gt;Summary&lt;/h1&gt;
&lt;p&gt;&lt;mark&gt;Europe misread three things about AI simultaneously: how fast it would move, how much it would change, and how quickly Europe could catch up.&lt;/mark&gt; DeepSeek’s cheap frontier approach was read as proof that compute didn’t matter and that catching up was affordable — when in fact efficiency and compute compound rather than substitute. The Paris AI Action Summit produced a €200 billion fund mostly consisting of repackaged money and hoped-for private investment, dwarfed by actual US spending. When GPT-5 underwhelmed, European sceptics declared an AI bubble; meanwhile, coding agents in Silicon Valley had begun automating software engineering and leading labs were using their own models to build the next generation.&lt;/p&gt;
&lt;p&gt;&lt;mark&gt;Europe’s governance gap is not just strategic — it’s operational.&lt;/mark&gt; Most European civil servants were barred from frontier AI systems on data-protection grounds, and few could code. The people meant to regulate the technology often didn’t understand it. By mid-2026, frontier models like Anthropic’s Claude Mythos — withheld from public release due to cybersecurity concerns — were reshaping fields like cyberdefense, and Europe was initially excluded from the defensive coalition built around them. A US executive order routing new frontier models through classified review gave Washington the power to choose which “trusted partners” receive access first. Controlling roughly five percent of global AI compute against America’s eighty, Europe had almost no leverage to demand anything.&lt;/p&gt;
&lt;p&gt;&lt;mark&gt;The projected slide from 2026 to 2031 is a cascade of reasonable-looking individual decisions that sum to catastrophe.&lt;/mark&gt; A sovereignty bill mandating European-only AI for critical public-sector workloads backfires immediately when open-source offensive capabilities spread: the organizations that switched to European providers — running defenses well behind the frontier — are the ones locked out and paying ransoms. When AI reasoning jumps beyond what human regulators can parse, the EU AI Office has no tools adequate to the situation. The US begins rationing frontier AI inference by country, placing most of Europe in Tier 2 with compute allocations from US cloud providers cut in half; an attempt to use trade leverage to win Tier 1 status fails to achieve qualified majority. GDP growth diverges sharply. French debt spirals as automation raises welfare costs while eroding the tax base. Southern Europe follows, the euro comes under sustained pressure, and Chinese credit lines appear across the continent.&lt;/p&gt;
&lt;p&gt;&lt;mark&gt;By 2031, Europe’s only remaining leverage is ASML — the single bottleneck the entire AI race runs through — and Washington moves to seize it.&lt;/mark&gt; With Europe drifting toward China, the White House issues an ultimatum for direct control of the company. Europe is left choosing between three exits, all bad: American protectorate, Chinese dependency, or isolation.&lt;/p&gt;
&lt;p&gt;The document’s diagnosis of the failure mode is structural, not moral. &lt;mark&gt;The very institutional features that built a Union of twenty-seven — consensus, proceduralism, deferred hard choices — become liabilities under time pressure.&lt;/mark&gt; Acting early looks career-ending. Institutions cannot keep pace with the technology. Every individual decision seems defensible; the aggregate is surrender. The piece explicitly distinguishes genuine sovereignty — being indispensable, holding real leverage, making ugly trade-offs to protect non-negotiable principles — from its rhetorical substitute, which is settling for inferior European solutions while hoping that long-shot moonshots pay off.&lt;/p&gt;
&lt;p&gt;The five recommendations follow from this diagnosis. &lt;mark&gt;Massive public-private investment in compute, energy, and semiconductor supply chains is the foundation&lt;/mark&gt; — tens of gigawatts brought onto European soil through dedicated economic zones and streamlined permitting, partnered with American providers on terms that keep infrastructure under European jurisdiction. A nimble coalition of AI middle powers — Netherlands, Germany, France alongside the UK, Norway, Canada, Japan, South Korea — could convert their individual supply-chain positions (talent, compute, semiconductor chokepoints) into collective leverage. Labour market reform on a flexicurity model&lt;sup id=&#34;fnref:1&#34;&gt;&lt;a href=&#34;#fn:1&#34; class=&#34;footnote-ref&#34; role=&#34;doc-noteref&#34;&gt;1&lt;/a&gt;&lt;/sup&gt; would allow deeper AI adoption while protecting displaced workers. European strengths in robotics and industrial AI, rather than LLMs, represent the more realistic competitive foothold. And finally: &lt;mark&gt;a positive political vision of what AI can do for European society, not just what Europe risks losing&lt;/mark&gt;, is treated as a prerequisite — voters won’t absorb years of AI-driven disruption to avoid something abstractly worse.&lt;/p&gt;
&lt;h2 id=&#34;links&#34;&gt;Links&lt;/h2&gt;
&lt;p&gt;🤖 &lt;a href=&#34;https://europe2031.ai/summary/&#34;&gt;Europe 2031: AI Dependency Becomes Geopolitical Irrelevance&lt;/a&gt; - Europe’s institutional habits — consensus, procedure, deferred hard choices — are catastrophically mismatched to AI’s speed, and the gap between rhetorical “sovereignty” and actual leverage is the mechanism by which a continent ends up with no good options by 2031.&lt;/p&gt;
&lt;p&gt;🤖 &lt;a href=&#34;https://lucumr.pocoo.org/2026/6/13/americans-only/&#34;&gt;Dangerous Technology For Americans Only&lt;/a&gt; - The US export control directive restricting frontier AI by nationality reframes the entire safety discourse: this isn’t about universal risk, it’s about national power. Europe is dependent on American cloud, AI, and satellite infrastructure and can’t regulate its way out because the problem isn’t regulatory — it’s a deficit of capability and leverage. The deeper failure is self-inflicted: fragmented capital markets, hostile company formation, talent drain, and a culture of process over agency. A stronger Europe is necessary but not sufficient; the only real exit is international cooperation, not bigger blocs fighting over who controls the frontier.&lt;/p&gt;
&lt;!--
🤖 Europe 2031: How AI Dependency Becomes Geopolitical Irrelevance Without Radical Political Will
https://europe2031.ai/summary/
Five-year scenario arguing Europe is sleepwalking into structural AI dependency: it owns ~5% of global compute, accesses frontier models only on US terms, and its consensus-based institutions can&#39;t move fast enough. Cascade of reasonable decisions sums to catastrophe by 2031 — ASML ultimatum, euro pressure, Chinese credit lines. Fix requires massive compute investment, middle-power coalition, flexicurity labour reform, and a positive political vision for AI.

🤖 Dangerous Technology For Americans Only
https://lucumr.pocoo.org/2026/6/13/americans-only/
US export controls restricting frontier AI by nationality expose the gap between universal safety rhetoric and national power logic. Europe is structurally dependent on American infrastructure and can&#39;t regulate its way out — it lacks capability and leverage. Self-inflicted failures: fragmented markets, weak capital, talent drain, process culture. A stronger Europe is a necessary but temporary defense; the real goal must be restored international cooperation, not European supremacy substituted for American.
--&gt;
&lt;section class=&#34;footnotes&#34; role=&#34;doc-endnotes&#34;&gt;
&lt;hr&gt;
&lt;ol&gt;
&lt;li id=&#34;fn:1&#34; role=&#34;doc-endnote&#34;&gt;
&lt;p&gt;Flexicurity: a labour market model, associated with Denmark, that combines flexible hiring/firing rules for employers with strong social safety nets and active retraining programs for displaced workers. The goal is to make labour markets adaptive without leaving workers exposed.&amp;#160;&lt;a href=&#34;#fnref:1&#34; class=&#34;footnote-backref&#34; role=&#34;doc-backlink&#34;&gt;&amp;#x21a9;&amp;#xfe0e;&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;/section&gt;</description>
      <source:markdown>
*Original: [Summary — Europe 2031](https://europe2031.ai/summary/) - Europe 2031 Project. Summarized by Claude AI on Jun 15, 2026.*

# The Take

Europe is sleepwalking into a structural position where it owns almost none of the AI stack, accesses frontier models only on American terms, and can be economically hollowed out and geopolitically cornered by 2031 — not because its leaders are venal or stupid, but because the institutional habits that built the Union (consensus, procedure, deferred hard choices) are catastrophically mismatched to the speed of AI development. The piece is a five-year scenario that doubles as a policy argument: the current European response is an order of magnitude too small, aimed at the wrong goals, and the only viable path out runs through leverage — being indispensable — not through the comforting but hollow rhetoric of “sovereignty.”

&lt;!--more--&gt;

# Summary

&lt;mark&gt;Europe misread three things about AI simultaneously: how fast it would move, how much it would change, and how quickly Europe could catch up.&lt;/mark&gt; DeepSeek’s cheap frontier approach was read as proof that compute didn’t matter and that catching up was affordable — when in fact efficiency and compute compound rather than substitute. The Paris AI Action Summit produced a €200 billion fund mostly consisting of repackaged money and hoped-for private investment, dwarfed by actual US spending. When GPT-5 underwhelmed, European sceptics declared an AI bubble; meanwhile, coding agents in Silicon Valley had begun automating software engineering and leading labs were using their own models to build the next generation.

&lt;mark&gt;Europe’s governance gap is not just strategic — it’s operational.&lt;/mark&gt; Most European civil servants were barred from frontier AI systems on data-protection grounds, and few could code. The people meant to regulate the technology often didn’t understand it. By mid-2026, frontier models like Anthropic’s Claude Mythos — withheld from public release due to cybersecurity concerns — were reshaping fields like cyberdefense, and Europe was initially excluded from the defensive coalition built around them. A US executive order routing new frontier models through classified review gave Washington the power to choose which “trusted partners” receive access first. Controlling roughly five percent of global AI compute against America’s eighty, Europe had almost no leverage to demand anything.

&lt;mark&gt;The projected slide from 2026 to 2031 is a cascade of reasonable-looking individual decisions that sum to catastrophe.&lt;/mark&gt; A sovereignty bill mandating European-only AI for critical public-sector workloads backfires immediately when open-source offensive capabilities spread: the organizations that switched to European providers — running defenses well behind the frontier — are the ones locked out and paying ransoms. When AI reasoning jumps beyond what human regulators can parse, the EU AI Office has no tools adequate to the situation. The US begins rationing frontier AI inference by country, placing most of Europe in Tier 2 with compute allocations from US cloud providers cut in half; an attempt to use trade leverage to win Tier 1 status fails to achieve qualified majority. GDP growth diverges sharply. French debt spirals as automation raises welfare costs while eroding the tax base. Southern Europe follows, the euro comes under sustained pressure, and Chinese credit lines appear across the continent.

&lt;mark&gt;By 2031, Europe’s only remaining leverage is ASML — the single bottleneck the entire AI race runs through — and Washington moves to seize it.&lt;/mark&gt; With Europe drifting toward China, the White House issues an ultimatum for direct control of the company. Europe is left choosing between three exits, all bad: American protectorate, Chinese dependency, or isolation.

The document’s diagnosis of the failure mode is structural, not moral. &lt;mark&gt;The very institutional features that built a Union of twenty-seven — consensus, proceduralism, deferred hard choices — become liabilities under time pressure.&lt;/mark&gt; Acting early looks career-ending. Institutions cannot keep pace with the technology. Every individual decision seems defensible; the aggregate is surrender. The piece explicitly distinguishes genuine sovereignty — being indispensable, holding real leverage, making ugly trade-offs to protect non-negotiable principles — from its rhetorical substitute, which is settling for inferior European solutions while hoping that long-shot moonshots pay off.

The five recommendations follow from this diagnosis. &lt;mark&gt;Massive public-private investment in compute, energy, and semiconductor supply chains is the foundation&lt;/mark&gt; — tens of gigawatts brought onto European soil through dedicated economic zones and streamlined permitting, partnered with American providers on terms that keep infrastructure under European jurisdiction. A nimble coalition of AI middle powers — Netherlands, Germany, France alongside the UK, Norway, Canada, Japan, South Korea — could convert their individual supply-chain positions (talent, compute, semiconductor chokepoints) into collective leverage. Labour market reform on a flexicurity model[^1] would allow deeper AI adoption while protecting displaced workers. European strengths in robotics and industrial AI, rather than LLMs, represent the more realistic competitive foothold. And finally: &lt;mark&gt;a positive political vision of what AI can do for European society, not just what Europe risks losing&lt;/mark&gt;, is treated as a prerequisite — voters won’t absorb years of AI-driven disruption to avoid something abstractly worse.

[^1]: Flexicurity: a labour market model, associated with Denmark, that combines flexible hiring/firing rules for employers with strong social safety nets and active retraining programs for displaced workers. The goal is to make labour markets adaptive without leaving workers exposed.

## Links

🤖 [Europe 2031: AI Dependency Becomes Geopolitical Irrelevance](https://europe2031.ai/summary/) - Europe’s institutional habits — consensus, procedure, deferred hard choices — are catastrophically mismatched to AI’s speed, and the gap between rhetorical “sovereignty” and actual leverage is the mechanism by which a continent ends up with no good options by 2031.

🤖 [Dangerous Technology For Americans Only](https://lucumr.pocoo.org/2026/6/13/americans-only/) - The US export control directive restricting frontier AI by nationality reframes the entire safety discourse: this isn’t about universal risk, it’s about national power. Europe is dependent on American cloud, AI, and satellite infrastructure and can’t regulate its way out because the problem isn’t regulatory — it’s a deficit of capability and leverage. The deeper failure is self-inflicted: fragmented capital markets, hostile company formation, talent drain, and a culture of process over agency. A stronger Europe is necessary but not sufficient; the only real exit is international cooperation, not bigger blocs fighting over who controls the frontier.

&lt;!--
🤖 Europe 2031: How AI Dependency Becomes Geopolitical Irrelevance Without Radical Political Will
https://europe2031.ai/summary/
Five-year scenario arguing Europe is sleepwalking into structural AI dependency: it owns ~5% of global compute, accesses frontier models only on US terms, and its consensus-based institutions can&#39;t move fast enough. Cascade of reasonable decisions sums to catastrophe by 2031 — ASML ultimatum, euro pressure, Chinese credit lines. Fix requires massive compute investment, middle-power coalition, flexicurity labour reform, and a positive political vision for AI.

🤖 Dangerous Technology For Americans Only
https://lucumr.pocoo.org/2026/6/13/americans-only/
US export controls restricting frontier AI by nationality expose the gap between universal safety rhetoric and national power logic. Europe is structurally dependent on American infrastructure and can&#39;t regulate its way out — it lacks capability and leverage. Self-inflicted failures: fragmented markets, weak capital, talent drain, process culture. A stronger Europe is a necessary but temporary defense; the real goal must be restored international cooperation, not European supremacy substituted for American.
--&gt;
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      <title></title>
      <link>https://cote.io/2026/06/15/the-worst-thing-about-being.html</link>
      <pubDate>Mon, 15 Jun 2026 06:41:49 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/15/the-worst-thing-about-being.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;The worst thing about being 80 is that you still want to say yes to everything, but the world moves without asking. The old fire in your heart still tells you to do this and that, but your body says we already did it. Also, nothing surprises you. It sounds like a luxury but it’s not, and also you’ve run out of illusions. People treat you like either you’ve solved something or you’ve lost something, and you haven’t. You see life repeating itself everywhere.&lt;/p&gt;
&lt;p&gt;The really worst part about being 80 is that you find, at last, you’ve got an understanding of something that might have altered everything in the past, had it come at a time when something could still be altered. When you’re young you think that time moves forward. At 80 you know that it doesn’t, it stands still. We’re the ones that move.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://www.nytimes.com/2026/06/14/opinion/trump-turns-80.html&#34;&gt;Bob Dylan and Liza Minnelli Already Turned 80. They Have Thoughts for Trump.&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #age, #phliosophy, #selfhelp --&gt;
</description>
      <source:markdown>&gt; The worst thing about being 80 is that you still want to say yes to everything, but the world moves without asking. The old fire in your heart still tells you to do this and that, but your body says we already did it. Also, nothing surprises you. It sounds like a luxury but it’s not, and also you’ve run out of illusions. People treat you like either you’ve solved something or you’ve lost something, and you haven’t. You see life repeating itself everywhere.
&gt; 
&gt; The really worst part about being 80 is that you find, at last, you’ve got an understanding of something that might have altered everything in the past, had it come at a time when something could still be altered. When you’re young you think that time moves forward. At 80 you know that it doesn’t, it stands still. We’re the ones that move.

🔗 [Bob Dylan and Liza Minnelli Already Turned 80. They Have Thoughts for Trump.](https://www.nytimes.com/2026/06/14/opinion/trump-turns-80.html)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #age, #phliosophy, #selfhelp --&gt;
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      <title></title>
      <link>https://cote.io/2026/06/15/untitled-no-from-the-yosemite.html</link>
      <pubDate>Mon, 15 Jun 2026 06:38:05 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/15/untitled-no-from-the-yosemite.html</guid>
      <description>&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/f23e0549-0bdc-4eba-a398-ba865fc84b3b.jpg&#34; alt=&#34;“Untitled No. 23” from “The Yosemite Suite,” 2010, iPad drawing printed on paper by David Hockney.&#34;&gt;
&lt;p&gt;&lt;a href=&#34;https://www.nytimes.com/2026/06/12/arts/design/david-hockney-ipad-iphone-photocopier-fax.html&#34;&gt;“Untitled No. 23” from “The Yosemite Suite,” 2010, iPad drawing printed on paper, David Hockney&lt;/a&gt;.&lt;/p&gt;
</description>
      <source:markdown>&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/f23e0549-0bdc-4eba-a398-ba865fc84b3b.jpg&#34; alt=&#34;“Untitled No. 23” from “The Yosemite Suite,” 2010, iPad drawing printed on paper by David Hockney.&#34;&gt;

[“Untitled No. 23” from “The Yosemite Suite,” 2010, iPad drawing printed on paper, David Hockney](https://www.nytimes.com/2026/06/12/arts/design/david-hockney-ipad-iphone-photocopier-fax.html).
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      <title>Enterprise Harness Smack-Talk, Forms Don&#39;t Love You Back, and Doing Nothing on Purpose - Related to your interests, Friday</title>
      <link>https://cote.io/2026/06/12/enterprise-harness-smacktalk-forms-dont.html</link>
      <pubDate>Fri, 12 Jun 2026 07:39:46 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/12/enterprise-harness-smacktalk-forms-dont.html</guid>
      <description>&lt;p&gt;&lt;em&gt;Also: Anthropic&amp;rsquo;s 80% code claim, and Claude&amp;rsquo;s quiet enterprise share.&lt;/em&gt;&lt;/p&gt;
&lt;figure&gt;
  &lt;a href=&#34;https://blogs.vmware.com/tanzu/broadcoms-investment-in-spring-to-combat-ai-fueled-security-challenges-in-the-enterprise/?ref=cote.io&#34;&gt;&lt;img src=&#34;https://incomprehensiblemedia.com/uploads/2026/photo-upload-spring-open-source-fig1.jpg&#34; width=&#34;600&#34; alt=&#34;Line chart titled Community Security Reports showing Spring open source community security advisories from mid-2025 through mid-2026, low single digits until early 2026, spiking to about 110 in spring 2026, then projected to stay elevated around 50 through July 2026.&#34;&gt;&lt;/a&gt;
  &lt;figcaption&gt;From: &lt;a href=&#34;https://blogs.vmware.com/tanzu/broadcoms-investment-in-spring-to-combat-ai-fueled-security-challenges-in-the-enterprise/?ref=cote.io&#34;&gt;Broadcom&#39;s Investment in Spring to Combat AI-Fueled Security Challenges in the Enterprise&lt;/a&gt;&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;As the chart shows, there&amp;rsquo;s been a huge jump in CVEs for Spring - this is what&amp;rsquo;s happening everywhere, you know.&lt;/p&gt;
&lt;p&gt;My work, Tanzu, has been focusing on this and has changed how they handle these rollouts. Now &lt;a href=&#34;https://blogs.vmware.com/tanzu/broadcoms-investment-in-spring-to-combat-ai-fueled-security-challenges-in-the-enterprise/&#34;&gt;customers can get early access to the secured builds for Spring&lt;/a&gt; so they can deploy them as quickly as possible to fix these security problems. You also get &lt;a href=&#34;https://enterprise.spring.io&#34;&gt;clean-room builds of Spring and the dependencies&lt;/a&gt;, which is a big change, for the better:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Furthermore, Broadcom&amp;rsquo;s Spring engineering team has significantly scaled its investment in advanced AI-assisted security analysis, including frontier model&amp;ndash;based scanning and validation workflows to proactively identify vulnerabilities, assess remediation paths, and validate fixes across the Java dependency tree for Spring. Broadcom &lt;a href=&#34;https://news.broadcom.com/releases/broadcom-expands-investment-in-spring-and-java-ecosystem-security&#34;&gt;announced additional R&amp;amp;D investments&lt;/a&gt; to extend its proven clean-room build architecture, foundational to &lt;a href=&#34;https://bitnami.com/&#34;&gt;Bitnami&lt;/a&gt;, to build the Java dependencies for the entire Spring ecosystem. With this expanded investment in securing the Spring ecosystem and its dependencies, Tanzu Spring customers will have access to:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Secured, SLSA Level 3&amp;ndash;validated software supply chain for Java dependencies.&lt;/li&gt;
&lt;li&gt;Coverage that spans the full transitive dependency graph managed by the Spring Boot bill of materials.&lt;/li&gt;
&lt;li&gt;Thousands of secured dependencies, built and tested across every supported Spring version. Spring Boot 4.0 alone manages 1,768 of them; across the full supported portfolio, that totals more than 100,000 validated dependency builds.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Additionally, as members of the open source community for over two decades, the Spring team has broad relationships across adjacent open source technologies and will continue to collaborate and contribute to these upstream community projects.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;And, of course, we also offer tools to roll out these changes in Tanzu Spring Advisor. I&amp;rsquo;ve seen this in action recently when I&amp;rsquo;ve been messing around with Spring Boot MCP servers, you log in to the dashboard to check it out and it tells you some component deep down in the stack is out of date. Pretty great - something even a dumb developer like me could do something with :)&lt;/p&gt;
&lt;p&gt;Check out the &lt;a href=&#34;https://enterprise.spring.io&#34;&gt;Tanzu Spring plan&lt;/a&gt; we have, and for a platform-level approach beyond Spring and apps, included with an enterprise AI server for private and public hosted AI hoopla &lt;a href=&#34;https://trytanzu.ai&#34;&gt;better TryTanzu.ai&lt;/a&gt;.&lt;/p&gt;
&lt;h2 id=&#34;related-to-your-interests&#34;&gt;Related to your interests&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://www.theregister.com/ai-and-ml/2026/06/11/everyone-hates-frontier-ai-labs-says-palantir-boss/5254516?ref=cote.io&#34;&gt;Everyone hates frontier AI labs, says Palantir boss&lt;/a&gt; - One enterprise harness maker says the competing enterprises harness makers either suck or are non-existent. [BTW, we should start calling it &amp;ldquo;enterprise harness.&amp;quot;]&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.tomtunguz.com/using-local-ai-to-work-faster/?ref=cote.io&#34;&gt;The Minimill of AI&lt;/a&gt; - Private AI prediction: &amp;ldquo;Tens of millions of these will proliferate inside companies in the next few years, each one quietly absorbing much of the work that today shows up on a hyperscaler invoice.&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://stratechery.com/2026/the-iphones-last-stand/?ref=cote.io&#34;&gt;🤖 The iPhone&amp;rsquo;s Last Stand&lt;/a&gt; - Siri can&amp;rsquo;t do agents, but agents serve productivity and consumers want to waste time on short-form video, so the iPhone&amp;rsquo;s personal-context moat beats agentic horsepower - and Apple skips the capex everyone else is burning.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.theregister.com/ai-and-ml/2026/06/11/claude-is-ready-for-its-corporate-close-up/5254565?ref=cote.io&#34;&gt;Claude is ready for its corporate close-up&lt;/a&gt; - &amp;ldquo;Enterprises, IDC says, remain largely unsold on Anthropic&amp;rsquo;s Claude models, with only 19 percent using them extensively and 25 percent actively evaluating them.&amp;rdquo; OpenAI and Google are better represented in enterprises, with about 42 percent and 38 percent of organizations&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.elenaverna.com/p/your-ai-strategy-has-a-trust-problem?ref=cote.io&#34;&gt;Your company needs agency, not agents.&lt;/a&gt; - When management is the bottleneck preventing enterprise AI ROI. Hot take: &lt;em&gt;everything&lt;/em&gt; is a bottleneck.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://diginomica.com/why-abn-amros-ceo-wishes-bank-was-going-further-and-faster-ai-rollout-set-take-out-quarter-its?ref=cote.io&#34;&gt;Why ABN AMRO&amp;rsquo;s CEO wishes the bank was going further and faster with the AI rollout set to take out a quarter of its headcount&lt;/a&gt; - Commentary on rolling out AI at a bank.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.mcgill.ca/oss/article/medical-critical-thinking-student-contributors-technology/ai-scribes-clinic-what-patients-should-know?ref=cote.io&#34;&gt;AI Scribes in the Clinic: What Patients Should Know&lt;/a&gt; - AI for doctors taking notes, a review of what&amp;rsquo;s known now.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://buttondown.com/justenoughinternet/archive/forms-dont-love-you-back/?ref=cote.io&#34;&gt;🤖 Forms don&amp;rsquo;t love you back&lt;/a&gt; - AI is about to make us fill out far more forms, but many won&amp;rsquo;t look like forms - they&amp;rsquo;ll arrive as chatbots, agents, biometric checks, and one-click services that quietly extract structured data. Old answers persist as &amp;ldquo;single sources of truth&amp;rdquo; that follow you around, and the rigid schemas underneath can&amp;rsquo;t do discretion: you fit the box or you get &amp;ldquo;computer says no.&amp;rdquo; // Also, much gig-economy class system discussion.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://defensescoop.com/2026/04/29/rapid-software-delivery-is-possible-inside-dow-software-factory-2-0-shows-how/?ref=cote.io&#34;&gt;Rapid software delivery is possible inside DoW - Software Factory 2.0 shows how&lt;/a&gt; - &amp;ldquo;Replace multi-year forecasts with real-time discovery of operational friction. Instead of a five-year requirement for a &amp;lsquo;targeting system,&amp;rsquo; identify the bottleneck&amp;ndash;like a three-hour targeting approval process. Set a goal&amp;ndash;like reducing the approval process to 30 minutes. And empower a team to solve it. In this Kessel Run example, the requirement was an outcome, not a feature list.&amp;rdquo; Bryon Kroger&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.sciencedirect.com/science/article/pii/S0740624X23000588?ref=cote.io&#34;&gt;Institutional challenges in agile adoption: Evidence from a public sector IT project&lt;/a&gt; - 2016: &amp;ldquo;[T]he US has a similar record with 94% of federal government IT projects exceeding their budgets and schedules, and 40% failing to complete&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/11/forrester-capping-ai-spend-wont.html&#34;&gt;Forrester: Capping AI Spend Won&amp;rsquo;t Fix Your Token Bill&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://seangoedecke.com/doing-nothing-at-work/?ref=cote.io&#34;&gt;Doing nothing at work&lt;/a&gt; - Avoiding low value work to be ready for high value work. Also, an example of &amp;ldquo;homework&amp;rdquo;: work people get you to do that is not your job and often goes nowhere.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://evaparish.com/blog/how-i-edit?ref=cote.io&#34;&gt;What I think about when I edit&lt;/a&gt; - All good advice&amp;hellip;and something you could ask the robot to do without it turning your text into copy-slop (you&amp;rsquo;d have to keep an eye on the adverb stuff. Speaking off: editors hate adverbs!)&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;ai-summaries&#34;&gt;AI Summaries&lt;/h2&gt;
&lt;p&gt;&lt;em&gt;I wanted to read these, but I didn&amp;rsquo;t make the time, so I asked the robot to summarize them.&lt;/em&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/12/analysis-of-tiktok-and-youtube.html&#34;&gt;🤖 Analysis of 25,000 TikTok and YouTube Videos Finds Pro-AI Content Outnumbers Anti-AI 3:1, With Memes and Creative Theft Dominating Over Elite Narratives&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/12/how-avocados-became-a-yearround.html&#34;&gt;🤖 How Avocados Became a Year-Round Global Commodity&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/11/kraft-mcdonalds-whirlpool-planet-fitness.html&#34;&gt;🤖 Kraft, McDonald&amp;rsquo;s, Whirlpool, Planet Fitness CEOs Sound Simultaneous Alarm as Lower-Income Consumers Spend Down Savings&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/10/as-ai-pushes-more-of.html&#34;&gt;🤖 As AI Pushes More of Life Through Forms, a Self-Described Form Lover Argues They Flatten People, Power an Invisible Underclass, and Should Be Slowed Down&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/10/anthropic-ships-aiauthored-code-says.html&#34;&gt;🤖 Anthropic ships 80% AI-authored code, says enterprises must rebuild around the agent factory&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/08/state-ai-rollouts-are-outpacing.html&#34;&gt;🤖 State AI Rollouts Are Outpacing Their Own Governance&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;icymi&#34;&gt;ICYMI&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://www.softwaredefinedtalk.com/576?ref=cote.io&#34;&gt;Observability&amp;rsquo;s Next Phase - Software Defined Talk #576&lt;/a&gt; - &amp;ldquo;Brandon talks with OpenObserve&amp;rsquo;s Prabhat Sharma and Shani Shoham: why observability is still broken, how they fixed it, and where AI takes it next.&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.softwaredefinedinterviews.com/123?ref=cote.io&#34;&gt;Deming, DevOps History, AI Risk, and Critical Thinking, with John Willis - Software Defined Interviews #123&lt;/a&gt; - W. Edwards Deming&amp;rsquo;s quality theories and their influence on the Toyota Production System and DevOps practices, including &amp;ldquo;Deming&amp;rsquo;s system of profound knowledge (theory of knowledge, variation, psychology, and systems thinking),&amp;rdquo; industry misconceptions about AI, and how probabilistic AI systems require different risk frameworks than traditional deterministic approaches.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;logoff&#34;&gt;Logoff&lt;/h2&gt;
&lt;p&gt;I am thinking about changing the role and format of this newsletter and interested in what you, dear reader, want this newsletter to be. What do you &lt;em&gt;use&lt;/em&gt; it for, do you like reading it, what would you like to change? Should it just be a list of links to skim, a round-up of things I&amp;rsquo;ve posted and want to share - that&amp;rsquo;s what it&amp;rsquo;s become. Originally, I made this newsletter because (1) blogs were dead, so I stopped really blogging, and, (2) it seemed wise to build up a &amp;ldquo;community&amp;rdquo; that would last, that is an email list. This meant the newsletter was actually frequentish blog posts at the top and then links at the bottom - a blog in one page. I haven&amp;rsquo;t been doing that - do you wish I still did? Reply back if you&amp;rsquo;re up for taking the time, I&amp;rsquo;d appreciate it.&lt;/p&gt;
&lt;p&gt;P.S.: it&amp;rsquo;s exhausting nearing boring that the only conversations out there in tech land are about AI. What&amp;rsquo;s going on with the entire rest of the stack? Yes, and is that the story: AI touches everything, everything is AI. At least, people are hoping so.&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;em&gt;Want to subscribe to this newsletter and get it in your email? Do that &lt;a href=&#34;https://cote.io/subscribe/&#34;&gt;here&lt;/a&gt;. You&amp;rsquo;ll just get this type of link and post round-up, not everything posted on &lt;a href=&#34;https://cote.io/weblog/&#34;&gt;the weblog&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;
</description>
      <source:markdown>
_Also: Anthropic&#39;s 80% code claim, and Claude&#39;s quiet enterprise share._

&lt;figure&gt;
  &lt;a href=&#34;https://blogs.vmware.com/tanzu/broadcoms-investment-in-spring-to-combat-ai-fueled-security-challenges-in-the-enterprise/?ref=cote.io&#34;&gt;&lt;img src=&#34;https://incomprehensiblemedia.com/uploads/2026/photo-upload-spring-open-source-fig1.jpg&#34; width=&#34;600&#34; alt=&#34;Line chart titled Community Security Reports showing Spring open source community security advisories from mid-2025 through mid-2026, low single digits until early 2026, spiking to about 110 in spring 2026, then projected to stay elevated around 50 through July 2026.&#34;&gt;&lt;/a&gt;
  &lt;figcaption&gt;From: &lt;a href=&#34;https://blogs.vmware.com/tanzu/broadcoms-investment-in-spring-to-combat-ai-fueled-security-challenges-in-the-enterprise/?ref=cote.io&#34;&gt;Broadcom&#39;s Investment in Spring to Combat AI-Fueled Security Challenges in the Enterprise&lt;/a&gt;&lt;/figcaption&gt;
&lt;/figure&gt;

As the chart shows, there&#39;s been a huge jump in CVEs for Spring - this is what&#39;s happening everywhere, you know. 

My work, Tanzu, has been focusing on this and has changed how they handle these rollouts. Now [customers can get early access to the secured builds for Spring](https://blogs.vmware.com/tanzu/broadcoms-investment-in-spring-to-combat-ai-fueled-security-challenges-in-the-enterprise/) so they can deploy them as quickly as possible to fix these security problems. You also get [clean-room builds of Spring and the dependencies](https://enterprise.spring.io), which is a big change, for the better:

&gt; Furthermore, Broadcom&#39;s Spring engineering team has significantly scaled its investment in advanced AI-assisted security analysis, including frontier model--based scanning and validation workflows to proactively identify vulnerabilities, assess remediation paths, and validate fixes across the Java dependency tree for Spring. Broadcom [announced additional R&amp;D investments](https://news.broadcom.com/releases/broadcom-expands-investment-in-spring-and-java-ecosystem-security) to extend its proven clean-room build architecture, foundational to [Bitnami](https://bitnami.com/), to build the Java dependencies for the entire Spring ecosystem. With this expanded investment in securing the Spring ecosystem and its dependencies, Tanzu Spring customers will have access to:
&gt; 
&gt; - Secured, SLSA Level 3--validated software supply chain for Java dependencies.
&gt; - Coverage that spans the full transitive dependency graph managed by the Spring Boot bill of materials.
&gt; - Thousands of secured dependencies, built and tested across every supported Spring version. Spring Boot 4.0 alone manages 1,768 of them; across the full supported portfolio, that totals more than 100,000 validated dependency builds.
&gt; 
&gt; Additionally, as members of the open source community for over two decades, the Spring team has broad relationships across adjacent open source technologies and will continue to collaborate and contribute to these upstream community projects.

And, of course, we also offer tools to roll out these changes in Tanzu Spring Advisor. I&#39;ve seen this in action recently when I&#39;ve been messing around with Spring Boot MCP servers, you log in to the dashboard to check it out and it tells you some component deep down in the stack is out of date. Pretty great - something even a dumb developer like me could do something with :)

Check out the [Tanzu Spring plan](https://enterprise.spring.io) we have, and for a platform-level approach beyond Spring and apps, included with an enterprise AI server for private and public hosted AI hoopla [better TryTanzu.ai](https://trytanzu.ai).

## Related to your interests

- [Everyone hates frontier AI labs, says Palantir boss](https://www.theregister.com/ai-and-ml/2026/06/11/everyone-hates-frontier-ai-labs-says-palantir-boss/5254516?ref=cote.io) - One enterprise harness maker says the competing enterprises harness makers either suck or are non-existent. [BTW, we should start calling it &#34;enterprise harness.&#34;]
- [The Minimill of AI](https://www.tomtunguz.com/using-local-ai-to-work-faster/?ref=cote.io) - Private AI prediction: &#34;Tens of millions of these will proliferate inside companies in the next few years, each one quietly absorbing much of the work that today shows up on a hyperscaler invoice.&#34;
- [🤖 The iPhone&#39;s Last Stand](https://stratechery.com/2026/the-iphones-last-stand/?ref=cote.io) - Siri can&#39;t do agents, but agents serve productivity and consumers want to waste time on short-form video, so the iPhone&#39;s personal-context moat beats agentic horsepower - and Apple skips the capex everyone else is burning.
- [Claude is ready for its corporate close-up](https://www.theregister.com/ai-and-ml/2026/06/11/claude-is-ready-for-its-corporate-close-up/5254565?ref=cote.io) - &#34;Enterprises, IDC says, remain largely unsold on Anthropic&#39;s Claude models, with only 19 percent using them extensively and 25 percent actively evaluating them.&#34; OpenAI and Google are better represented in enterprises, with about 42 percent and 38 percent of organizations&#34;
- [Your company needs agency, not agents.](https://www.elenaverna.com/p/your-ai-strategy-has-a-trust-problem?ref=cote.io) - When management is the bottleneck preventing enterprise AI ROI. Hot take: _everything_ is a bottleneck.
- [Why ABN AMRO&#39;s CEO wishes the bank was going further and faster with the AI rollout set to take out a quarter of its headcount](https://diginomica.com/why-abn-amros-ceo-wishes-bank-was-going-further-and-faster-ai-rollout-set-take-out-quarter-its?ref=cote.io) - Commentary on rolling out AI at a bank.
- [AI Scribes in the Clinic: What Patients Should Know](https://www.mcgill.ca/oss/article/medical-critical-thinking-student-contributors-technology/ai-scribes-clinic-what-patients-should-know?ref=cote.io) - AI for doctors taking notes, a review of what&#39;s known now.
- [🤖 Forms don&#39;t love you back](https://buttondown.com/justenoughinternet/archive/forms-dont-love-you-back/?ref=cote.io) - AI is about to make us fill out far more forms, but many won&#39;t look like forms - they&#39;ll arrive as chatbots, agents, biometric checks, and one-click services that quietly extract structured data. Old answers persist as &#34;single sources of truth&#34; that follow you around, and the rigid schemas underneath can&#39;t do discretion: you fit the box or you get &#34;computer says no.&#34; // Also, much gig-economy class system discussion.
- [Rapid software delivery is possible inside DoW - Software Factory 2.0 shows how](https://defensescoop.com/2026/04/29/rapid-software-delivery-is-possible-inside-dow-software-factory-2-0-shows-how/?ref=cote.io) - &#34;Replace multi-year forecasts with real-time discovery of operational friction. Instead of a five-year requirement for a &#39;targeting system,&#39; identify the bottleneck--like a three-hour targeting approval process. Set a goal--like reducing the approval process to 30 minutes. And empower a team to solve it. In this Kessel Run example, the requirement was an outcome, not a feature list.&#34; Bryon Kroger
- [Institutional challenges in agile adoption: Evidence from a public sector IT project](https://www.sciencedirect.com/science/article/pii/S0740624X23000588?ref=cote.io) - 2016: &#34;[T]he US has a similar record with 94% of federal government IT projects exceeding their budgets and schedules, and 40% failing to complete&#34;
- [Forrester: Capping AI Spend Won&#39;t Fix Your Token Bill](https://cote.io/2026/06/11/forrester-capping-ai-spend-wont.html)
- [Doing nothing at work](https://seangoedecke.com/doing-nothing-at-work/?ref=cote.io) - Avoiding low value work to be ready for high value work. Also, an example of &#34;homework&#34;: work people get you to do that is not your job and often goes nowhere.
- [What I think about when I edit](https://evaparish.com/blog/how-i-edit?ref=cote.io) - All good advice...and something you could ask the robot to do without it turning your text into copy-slop (you&#39;d have to keep an eye on the adverb stuff. Speaking off: editors hate adverbs!)

## AI Summaries

_I wanted to read these, but I didn&#39;t make the time, so I asked the robot to summarize them._

- [🤖 Analysis of 25,000 TikTok and YouTube Videos Finds Pro-AI Content Outnumbers Anti-AI 3:1, With Memes and Creative Theft Dominating Over Elite Narratives](https://incomprehensiblemedia.com/2026/06/12/analysis-of-tiktok-and-youtube.html)
- [🤖 How Avocados Became a Year-Round Global Commodity](https://incomprehensiblemedia.com/2026/06/12/how-avocados-became-a-yearround.html)
- [🤖 Kraft, McDonald&#39;s, Whirlpool, Planet Fitness CEOs Sound Simultaneous Alarm as Lower-Income Consumers Spend Down Savings](https://incomprehensiblemedia.com/2026/06/11/kraft-mcdonalds-whirlpool-planet-fitness.html)
- [🤖 As AI Pushes More of Life Through Forms, a Self-Described Form Lover Argues They Flatten People, Power an Invisible Underclass, and Should Be Slowed Down](https://incomprehensiblemedia.com/2026/06/10/as-ai-pushes-more-of.html)
- [🤖 Anthropic ships 80% AI-authored code, says enterprises must rebuild around the agent factory](https://incomprehensiblemedia.com/2026/06/10/anthropic-ships-aiauthored-code-says.html)
- [🤖 State AI Rollouts Are Outpacing Their Own Governance](https://incomprehensiblemedia.com/2026/06/08/state-ai-rollouts-are-outpacing.html)

## ICYMI

- [Observability&#39;s Next Phase - Software Defined Talk #576](https://www.softwaredefinedtalk.com/576?ref=cote.io) - &#34;Brandon talks with OpenObserve&#39;s Prabhat Sharma and Shani Shoham: why observability is still broken, how they fixed it, and where AI takes it next.&#34;
- [Deming, DevOps History, AI Risk, and Critical Thinking, with John Willis - Software Defined Interviews #123](https://www.softwaredefinedinterviews.com/123?ref=cote.io) - W. Edwards Deming&#39;s quality theories and their influence on the Toyota Production System and DevOps practices, including &#34;Deming&#39;s system of profound knowledge (theory of knowledge, variation, psychology, and systems thinking),&#34; industry misconceptions about AI, and how probabilistic AI systems require different risk frameworks than traditional deterministic approaches.

## Logoff

I am thinking about changing the role and format of this newsletter and interested in what you, dear reader, want this newsletter to be. What do you _use_ it for, do you like reading it, what would you like to change? Should it just be a list of links to skim, a round-up of things I&#39;ve posted and want to share - that&#39;s what it&#39;s become. Originally, I made this newsletter because (1) blogs were dead, so I stopped really blogging, and, (2) it seemed wise to build up a &#34;community&#34; that would last, that is an email list. This meant the newsletter was actually frequentish blog posts at the top and then links at the bottom - a blog in one page. I haven&#39;t been doing that - do you wish I still did? Reply back if you&#39;re up for taking the time, I&#39;d appreciate it.

P.S.: it&#39;s exhausting nearing boring that the only conversations out there in tech land are about AI. What&#39;s going on with the entire rest of the stack? Yes, and is that the story: AI touches everything, everything is AI. At least, people are hoping so.

---

_Want to subscribe to this newsletter and get it in your email? Do that [here](https://cote.io/subscribe/). You&#39;ll just get this type of link and post round-up, not everything posted on [the weblog](https://cote.io/weblog/)._
</source:markdown>
    </item>
    
    <item>
      <title>Claude market penetration in enterprises still low</title>
      <link>https://cote.io/2026/06/12/claude-market-penetration-in-enterprises.html</link>
      <pubDate>Fri, 12 Jun 2026 07:26:40 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/12/claude-market-penetration-in-enterprises.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Enterprises, IDC says, remain largely unsold on Anthropic&amp;rsquo;s Claude models, with only 19 percent using them extensively and 25 percent actively evaluating them. OpenAI and Google are better represented in enterprises, with about 42 percent and 38 percent of organizations&amp;quot;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;This means there&amp;rsquo;s lots of &amp;ldquo;headspace&amp;rdquo; to grow revenue, or disappointing and incomprehensible ROI, i.e., &lt;a href=&#34;https://cote.io/2026/06/12/enterprise-harness-smacktalk.html&#34;&gt;enterprises are finding it hard to figure out what to do with AI&lt;/a&gt;. Or both!&lt;/p&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://www.theregister.com/ai-and-ml/2026/06/11/claude-is-ready-for-its-corporate-close-up/5254565&#34;&gt;Claude is ready for its corporate close-up&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
</description>
      <source:markdown>
&gt; Enterprises, IDC says, remain largely unsold on Anthropic&#39;s Claude models, with only 19 percent using them extensively and 25 percent actively evaluating them. OpenAI and Google are better represented in enterprises, with about 42 percent and 38 percent of organizations&#34;

This means there&#39;s lots of &#34;headspace&#34; to grow revenue, or disappointing and incomprehensible ROI, i.e., [enterprises are finding it hard to figure out what to do with AI](https://cote.io/2026/06/12/enterprise-harness-smacktalk.html). Or both!

🔗 [Claude is ready for its corporate close-up](https://www.theregister.com/ai-and-ml/2026/06/11/claude-is-ready-for-its-corporate-close-up/5254565)
&lt;!-- category:link --&gt;
</source:markdown>
    </item>
    
    <item>
      <title>When management is the bottleneck preventing enterprise AI ROI.</title>
      <link>https://cote.io/2026/06/12/when-management-is-the-bottleneck.html</link>
      <pubDate>Fri, 12 Jun 2026 07:18:06 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/12/when-management-is-the-bottleneck.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Right now, many companies already have the technology they need to go much faster. The blocker is company systems that are mostly designed to prevent things from happening. The power is centralized and all the team members are treated like a risk vector. Exhausting approval cycles, super tight boundaries on roles, unbreakable title-based hierarchies, and a whole tier of middle managers whose main job is to keep everyone in line.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://www.elenaverna.com/p/your-ai-strategy-has-a-trust-problem&#34;&gt;Your company needs agency, not agents.&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #ai, #bigco, #bottleneck, #roi, #work --&gt;
</description>
      <source:markdown>
&gt; Right now, many companies already have the technology they need to go much faster. The blocker is company systems that are mostly designed to prevent things from happening. The power is centralized and all the team members are treated like a risk vector. Exhausting approval cycles, super tight boundaries on roles, unbreakable title-based hierarchies, and a whole tier of middle managers whose main job is to keep everyone in line.

🔗 [Your company needs agency, not agents.](https://www.elenaverna.com/p/your-ai-strategy-has-a-trust-problem)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #ai, #bigco, #bottleneck, #roi, #work --&gt;
</source:markdown>
    </item>
    
    <item>
      <title>Enterprise harness smack-talk</title>
      <link>https://cote.io/2026/06/12/enterprise-harness-smacktalk.html</link>
      <pubDate>Fri, 12 Jun 2026 07:14:12 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/12/enterprise-harness-smacktalk.html</guid>
      <description>&lt;p&gt;One enterprise harness maker says the competing enterprises harness makers either suck or are non-existent.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;When you go to San Francisco and talk to them, their basic vibe is &amp;lsquo;we don&amp;rsquo;t have to solve your problem today because tomorrow you&amp;rsquo;re going to go away and all your problems are going to be solved,&#39;&amp;quot; Karp charged. &amp;ldquo;It&amp;rsquo;s largely religious.&amp;rdquo;
&amp;hellip;
“the product doesn’t actually work and it’s very expensive.” To that end, he added, most of the things that Anthropic brags about in public, for example, are successful because they’re “running on Palantir,” Karp charged&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;[BTW, we should start calling it &amp;ldquo;enterprise harness.&amp;quot;]&lt;/p&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://www.theregister.com/ai-and-ml/2026/06/11/everyone-hates-frontier-ai-labs-says-palantir-boss/5254516?ref=cote.io&#34;&gt;Everyone hates frontier AI labs, says Palantir boss&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #enterpiseai, #harness, #palantir --&gt;
</description>
      <source:markdown>
One enterprise harness maker says the competing enterprises harness makers either suck or are non-existent.

&gt; When you go to San Francisco and talk to them, their basic vibe is &#39;we don&#39;t have to solve your problem today because tomorrow you&#39;re going to go away and all your problems are going to be solved,&#39;&#34; Karp charged. &#34;It&#39;s largely religious.&#34;
&gt; ...
&gt; “the product doesn’t actually work and it’s very expensive.” To that end, he added, most of the things that Anthropic brags about in public, for example, are successful because they’re “running on Palantir,” Karp charged

[BTW, we should start calling it &#34;enterprise harness.&#34;]

🔗 [Everyone hates frontier AI labs, says Palantir boss](https://www.theregister.com/ai-and-ml/2026/06/11/everyone-hates-frontier-ai-labs-says-palantir-boss/5254516?ref=cote.io)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #enterpiseai, #harness, #palantir --&gt;
</source:markdown>
    </item>
    
    <item>
      <title>What people have to say about AI in YouTube and TikTok</title>
      <link>https://cote.io/2026/06/12/what-people-have-to-say.html</link>
      <pubDate>Fri, 12 Jun 2026 06:47:48 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/12/what-people-have-to-say.html</guid>
      <description>&lt;p&gt;A &lt;a href=&#34;https://freesystems.substack.com/p/memes-doom-how-tiktokers-and-youtubers&#34;&gt;census of 25,000 YouTube and TikTok videos&lt;/a&gt; finds pro-AI content outnumbers anti-AI 3:1, dominated by memes and productivity hacks rather than abundance or doom. Resisters care most about creative theft, not the x-risk or data center concerns driving elite debate.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;From &lt;a href=&#34;https://freesystems.substack.com/p/memes-doom-how-tiktokers-and-youtubers&#34;&gt;Memes &amp;gt; Doom: How TikTokers and YouTubers See AI&lt;/a&gt; - Free Systems (Substack), June 2026.&lt;/em&gt;&lt;/p&gt;
&lt;h2 id=&#34;adopters-pro-ai-content&#34;&gt;Adopters (pro-AI content)&lt;/h2&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Content type&lt;/th&gt;
&lt;th&gt;%&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;AI memes &amp;amp; effects&lt;/td&gt;
&lt;td&gt;43%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Career / productivity&lt;/td&gt;
&lt;td&gt;25%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Creative tools&lt;/td&gt;
&lt;td&gt;15%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Education and learning&lt;/td&gt;
&lt;td&gt;8%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;AI companionship&lt;/td&gt;
&lt;td&gt;4%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Breakthrough science&lt;/td&gt;
&lt;td&gt;1%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;h2 id=&#34;resisters-anti-ai-content&#34;&gt;Resisters (anti-AI content)&lt;/h2&gt;
&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Content type&lt;/th&gt;
&lt;th&gt;%&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Creative theft&lt;/td&gt;
&lt;td&gt;22%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Deepfakes and misinfo&lt;/td&gt;
&lt;td&gt;19%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Jobs displacement&lt;/td&gt;
&lt;td&gt;13%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;I hate AI (general)&lt;/td&gt;
&lt;td&gt;13%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;X-risk&lt;/td&gt;
&lt;td&gt;8%&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Energy / data centers&lt;/td&gt;
&lt;td&gt;6%&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;
&lt;p&gt;Note: percentages don’t sum to 100 in either column - the piece doesn’t account for the remainder, presumably smaller uncategorized buckets.&lt;/p&gt;
&lt;p&gt;As always, the style of YouTube videos kills me. It&amp;rsquo;s always a giant head looking like they just discovered that they are a turd.&lt;/p&gt;
&lt;p&gt;Check out the full readout: &lt;a href=&#34;https://freesystems.substack.com/p/memes-doom-how-tiktokers-and-youtubers&#34;&gt;Memes &amp;gt; Doom: How TikTokers and YouTubers See AI&lt;/a&gt;&lt;/p&gt;
</description>
      <source:markdown>
A [census of 25,000 YouTube and TikTok videos](https://freesystems.substack.com/p/memes-doom-how-tiktokers-and-youtubers) finds pro-AI content outnumbers anti-AI 3:1, dominated by memes and productivity hacks rather than abundance or doom. Resisters care most about creative theft, not the x-risk or data center concerns driving elite debate.

*From [Memes &gt; Doom: How TikTokers and YouTubers See AI](https://freesystems.substack.com/p/memes-doom-how-tiktokers-and-youtubers) - Free Systems (Substack), June 2026.*

## Adopters (pro-AI content)

|Content type          |%  |
|----------------------|---|
|AI memes &amp; effects    |43%|
|Career / productivity |25%|
|Creative tools        |15%|
|Education and learning|8% |
|AI companionship      |4% |
|Breakthrough science  |1% |

## Resisters (anti-AI content)

|Content type         |%  |
|---------------------|---|
|Creative theft       |22%|
|Deepfakes and misinfo|19%|
|Jobs displacement    |13%|
|I hate AI (general)  |13%|
|X-risk               |8% |
|Energy / data centers|6% |

Note: percentages don’t sum to 100 in either column - the piece doesn’t account for the remainder, presumably smaller uncategorized buckets.

As always, the style of YouTube videos kills me. It&#39;s always a giant head looking like they just discovered that they are a turd.

Check out the full readout: [Memes &gt; Doom: How TikTokers and YouTubers See AI](https://freesystems.substack.com/p/memes-doom-how-tiktokers-and-youtubers)
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      <title>🤖 Forrester: Capping AI Spend Won’t Fix Your Token Bill - Your Real Problem Is Context Debt, and It Needs a New Discipline Called ContextOps</title>
      <link>https://cote.io/2026/06/11/forrester-capping-ai-spend-wont.html</link>
      <pubDate>Thu, 11 Jun 2026 10:59:12 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/11/forrester-capping-ai-spend-wont.html</guid>
      <description>&lt;p&gt;&lt;em&gt;Original: &lt;a href=&#34;https://www.forrester.com/blogs/your-ai-bill-is-a-context-problem/&#34;&gt;Your AI Bill Is A Context Problem&lt;/a&gt; by Forrester. Summarized by AI on Jun 11, 2026.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;The AI bill shock hitting enterprises isn’t a pricing problem you can cap your way out of - it’s the metered cost of your own knowledge not being machine-readable, forcing agents to rebuild missing business context on every loop.&lt;/p&gt;
&lt;p&gt;Capping spend treats a value problem as a price problem and kills the experimentation the spend was meant to fund.&lt;/p&gt;
&lt;p&gt;The instinct - tighter caps, sharper rates - echoes the cloud bill shock of a decade ago. &lt;mark&gt;This time the cure is wrong, because capping the bill mistakes a problem of value for a problem of price.&lt;/mark&gt; “Tokenmaxxing” is what you get when you reward adoption (Uber and Meta literally ran usage leaderboards) without governing value, and the actual gap is that all the spend hasn’t yet connected to anything customers can feel.&lt;/p&gt;
&lt;p&gt;The real fix is a permanent operating discipline - ContextOps - that keeps the agent’s model of the business accurate as the business moves, since that fidelity, not the rate card, is what determines whether each token buys an outcome or buys confusion.&lt;/p&gt;
&lt;p&gt;Also, the problem with FDEs.&lt;/p&gt;
&lt;h2 id=&#34;links&#34;&gt;Links&lt;/h2&gt;
&lt;p&gt;🤖 &lt;a href=&#34;https://www.forrester.com/blogs/your-ai-bill-is-a-context-problem/&#34;&gt;Your AI Bill Is A Context Problem&lt;/a&gt; - Enterprise AI bill shock is context debt, not a pricing problem: agents loop and rebuild missing business meaning on every call, so capping spend kills value-creation. The fix is ContextOps, a continuous discipline (likely a managed service) that keeps the agent’s ontology faithful to a business that won’t hold still.&lt;/p&gt;
</description>
      <source:markdown>
*Original: [Your AI Bill Is A Context Problem](https://www.forrester.com/blogs/your-ai-bill-is-a-context-problem/) by Forrester. Summarized by AI on Jun 11, 2026.*

The AI bill shock hitting enterprises isn’t a pricing problem you can cap your way out of - it’s the metered cost of your own knowledge not being machine-readable, forcing agents to rebuild missing business context on every loop. 

Capping spend treats a value problem as a price problem and kills the experimentation the spend was meant to fund. 

The instinct - tighter caps, sharper rates - echoes the cloud bill shock of a decade ago. &lt;mark&gt;This time the cure is wrong, because capping the bill mistakes a problem of value for a problem of price.&lt;/mark&gt; “Tokenmaxxing” is what you get when you reward adoption (Uber and Meta literally ran usage leaderboards) without governing value, and the actual gap is that all the spend hasn’t yet connected to anything customers can feel.

The real fix is a permanent operating discipline - ContextOps - that keeps the agent’s model of the business accurate as the business moves, since that fidelity, not the rate card, is what determines whether each token buys an outcome or buys confusion.

Also, the problem with FDEs.

## Links

🤖 [Your AI Bill Is A Context Problem](https://www.forrester.com/blogs/your-ai-bill-is-a-context-problem/) - Enterprise AI bill shock is context debt, not a pricing problem: agents loop and rebuild missing business meaning on every call, so capping spend kills value-creation. The fix is ContextOps, a continuous discipline (likely a managed service) that keeps the agent’s ontology faithful to a business that won’t hold still.
</source:markdown>
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    <item>
      <title>Making long-term projects more agile, less waterfall</title>
      <link>https://cote.io/2026/06/08/making-longterm-projects-more-agile.html</link>
      <pubDate>Mon, 08 Jun 2026 14:49:29 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/08/making-longterm-projects-more-agile.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Replace multi-year forecasts with real-time discovery of operational friction. Instead of a five-year requirement for a &amp;ldquo;targeting system,&amp;rdquo; identify the bottleneck&amp;ndash;like a three-hour targeting approval process. Set a goal&amp;ndash;like reducing the approval process to 30 minutes. And empower a team to solve it. In this Kessel Run example, the requirement was an outcome, not a feature list.&amp;quot; Bryon Kroger&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://defensescoop.com/2026/04/29/rapid-software-delivery-is-possible-inside-dow-software-factory-2-0-shows-how/&#34;&gt;Rapid software delivery is possible inside DoW — Software Factory 2.0 shows how&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #agile, #digitaltransformation, #mil, #smallbatch, #softwarefactory --&gt;
</description>
      <source:markdown>
&gt; Replace multi-year forecasts with real-time discovery of operational friction. Instead of a five-year requirement for a &#34;targeting system,&#34; identify the bottleneck--like a three-hour targeting approval process. Set a goal--like reducing the approval process to 30 minutes. And empower a team to solve it. In this Kessel Run example, the requirement was an outcome, not a feature list.&#34; Bryon Kroger

🔗 [Rapid software delivery is possible inside DoW — Software Factory 2.0 shows how](https://defensescoop.com/2026/04/29/rapid-software-delivery-is-possible-inside-dow-software-factory-2-0-shows-how/)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #agile, #digitaltransformation, #mil, #smallbatch, #softwarefactory --&gt;
</source:markdown>
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    <item>
      <title>Shitting in the field, but plated in the dining room</title>
      <link>https://cote.io/2026/06/06/shitting-in-the-field-but.html</link>
      <pubDate>Sat, 06 Jun 2026 10:51:06 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/06/shitting-in-the-field-but.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;[The Normans] gave English its double vision, which is the source of both the beauty and the mess. After 1066 you’ve got the Saxon peasantry keeping the Germanic words for the muddy daily grind and the Norman lords laying French over the top for everything refined, so English ends up with two words for everything and a built-in class system in the vocabulary. The peasant tends the cow, pig, and sheep (Old English); the lord eats beef, pork, and mutton (boeuf, porc, mouton). The animal is Saxon while it’s alive and shitting in the field, French once it’s plated.&lt;/p&gt;
&lt;p&gt;That’s where the prettiness comes from - the absurd synonym wealth. You can ask (Saxon), question (French), or interrogate (Latin), and each one carries a different temperature and register. Most languages would kill for that kind of tonal palette; it’s why English is so good for poetry and bullshit alike. You can slide up and down the formality ladder rung by rung, which is half of what rhetoric even is.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;Claude on the two levels of English.&lt;/p&gt;
</description>
      <source:markdown>
&gt; [The Normans] gave English its double vision, which is the source of both the beauty and the mess. After 1066 you’ve got the Saxon peasantry keeping the Germanic words for the muddy daily grind and the Norman lords laying French over the top for everything refined, so English ends up with two words for everything and a built-in class system in the vocabulary. The peasant tends the cow, pig, and sheep (Old English); the lord eats beef, pork, and mutton (boeuf, porc, mouton). The animal is Saxon while it’s alive and shitting in the field, French once it’s plated.
&gt; 
&gt; That’s where the prettiness comes from - the absurd synonym wealth. You can ask (Saxon), question (French), or interrogate (Latin), and each one carries a different temperature and register. Most languages would kill for that kind of tonal palette; it’s why English is so good for poetry and bullshit alike. You can slide up and down the formality ladder rung by rung, which is half of what rhetoric even is.

Claude on the two levels of English.
</source:markdown>
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    <item>
      <title></title>
      <link>https://cote.io/2026/06/05/from-chatgpt-based-on-pyramid.html</link>
      <pubDate>Fri, 05 Jun 2026 12:02:21 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/from-chatgpt-based-on-pyramid.html</guid>
      <description>&lt;figure&gt;
  &lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/photo-upload-corporate-pyramid.jpg&#34; width=&#34;600&#34; alt=&#34;Illustrated five-tier corporate pyramid cake. Top: &#39;The Shareholder&#39;, a fat man with cigar and martini lounging on a moneybag labeled PASSIVE INCOME. Below: &#39;C-Suite&#39;, laughing executives toasting champagne. Below: &#39;Consultants&#39;, grinning men in suits pointing at charts saying DISRUPT, LEVERAGE, ALIGN, TRANSFORMATION. Below: &#39;Middle-Management&#39;, haggard managers yelling and waving rulers at METRICS checklists. Bottom: &#39;Individual Contributors&#39;, exhausted workers hunched over laptops with sticky notes saying WHEN THIS DUE and WILL WORK FOR COFFEE.&#34;&gt;
  &lt;figcaption&gt;From ChatGPT based on &lt;a href=&#34;https://en.wikipedia.org/wiki/Pyramid_of_Capitalist_System&#34;&gt;&#34;Pyramid of Capitalist System,&#34;&lt;/a&gt; Nedeljkovich, Brashich, &amp; Kuharich, Industrial Workers of the World, 1911.&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;Of course, for America at least, what you&#39;d like to visualize is that every layer actually plays a part on &#34;shareholder,&#34; just a small part. Maybe there&#39;s some stock certificates and cash that trickle down in pneumatic tubes?&lt;/p&gt;
</description>
      <source:markdown>&lt;figure&gt;
  &lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/photo-upload-corporate-pyramid.jpg&#34; width=&#34;600&#34; alt=&#34;Illustrated five-tier corporate pyramid cake. Top: &#39;The Shareholder&#39;, a fat man with cigar and martini lounging on a moneybag labeled PASSIVE INCOME. Below: &#39;C-Suite&#39;, laughing executives toasting champagne. Below: &#39;Consultants&#39;, grinning men in suits pointing at charts saying DISRUPT, LEVERAGE, ALIGN, TRANSFORMATION. Below: &#39;Middle-Management&#39;, haggard managers yelling and waving rulers at METRICS checklists. Bottom: &#39;Individual Contributors&#39;, exhausted workers hunched over laptops with sticky notes saying WHEN THIS DUE and WILL WORK FOR COFFEE.&#34;&gt;
  &lt;figcaption&gt;From ChatGPT based on &lt;a href=&#34;https://en.wikipedia.org/wiki/Pyramid_of_Capitalist_System&#34;&gt;&#34;Pyramid of Capitalist System,&#34;&lt;/a&gt; Nedeljkovich, Brashich, &amp; Kuharich, Industrial Workers of the World, 1911.&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;p&gt;Of course, for America at least, what you&#39;d like to visualize is that every layer actually plays a part on &#34;shareholder,&#34; just a small part. Maybe there&#39;s some stock certificates and cash that trickle down in pneumatic tubes?&lt;/p&gt;
</source:markdown>
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      <title>Flood of security patches: Spring Framework ed.</title>
      <link>https://cote.io/2026/06/05/flood-of-security-patches-spring.html</link>
      <pubDate>Fri, 05 Jun 2026 11:39:00 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/flood-of-security-patches-spring.html</guid>
      <description>&lt;figure&gt;
  &lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/photo-upload-reports-by-month.jpg&#34; width=&#34;600&#34; alt=&#34;Line chart titled &#39;Community Security Reports for Spring By Month&#39; showing low, flat counts from July 2025 through January 2026, then a sharp spike up at April 2026 before easing slightly.&#34;&gt;
  &lt;figcaption&gt;Community security reports for Spring, by month.&lt;/figcaption&gt;
&lt;/figure&gt;
&lt;blockquote&gt;
&lt;p&gt;In April, utilizing new scanning capabilities, we received an unprecedented 482 new security reports across 65 scanned projects. Of those 482 new reports, 370 came from our internal scanning capabilities and 112 came from the community. This means that even without the new scanning, we would still have seen a doubling of community reports compared to our already high number in March. While we clearly had an extreme spike in April’s reports, we do not expect reports to go back down to historic levels for a few months as the influx of AI-based reports continues (May had 72 community reports for example).&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://spring.io/blog/2026/06/01/spring_and_security_in_the_times_of_ai&#34;&gt;Spring and Security In The Times Of AI&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #ai, #cves, #security, #spring, #tanzu --&gt;
</description>
      <source:markdown>
&lt;figure&gt;
  &lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/photo-upload-reports-by-month.jpg&#34; width=&#34;600&#34; alt=&#34;Line chart titled &#39;Community Security Reports for Spring By Month&#39; showing low, flat counts from July 2025 through January 2026, then a sharp spike up at April 2026 before easing slightly.&#34;&gt;
  &lt;figcaption&gt;Community security reports for Spring, by month.&lt;/figcaption&gt;
&lt;/figure&gt;

&gt; In April, utilizing new scanning capabilities, we received an unprecedented 482 new security reports across 65 scanned projects. Of those 482 new reports, 370 came from our internal scanning capabilities and 112 came from the community. This means that even without the new scanning, we would still have seen a doubling of community reports compared to our already high number in March. While we clearly had an extreme spike in April’s reports, we do not expect reports to go back down to historic levels for a few months as the influx of AI-based reports continues (May had 72 community reports for example).

🔗 [Spring and Security In The Times Of AI](https://spring.io/blog/2026/06/01/spring_and_security_in_the_times_of_ai)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #ai, #cves, #security, #spring, #tanzu --&gt;
</source:markdown>
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    <item>
      <title>Stochastic Smart Talk, the DIY Platform Trap, and Strategic AI Not Spending - Related to your interests, Friday</title>
      <link>https://cote.io/2026/06/05/stochastic-smart-talk-the-diy.html</link>
      <pubDate>Fri, 05 Jun 2026 09:11:29 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/stochastic-smart-talk-the-diy.html</guid>
      <description>&lt;p&gt;&lt;em&gt;Also: hardened images everywhere, quarterly Java patch tours, Wells Fargo&amp;rsquo;s complicated employment math, and a Highgate gravestone.&lt;/em&gt;&lt;/p&gt;
&lt;h2 id=&#34;related-to-your-interests&#34;&gt;Related to your interests&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io&#34;&gt;Silo busters - a unified platform needs a unified team&lt;/a&gt; - &amp;ldquo;This matters because it removes the structural excuse for fragmentation. When a single platform surfaces all the controls a unified team needs, there is no longer a technical reason to keep five separate teams in five separate rooms. The organisational argument for siloes collapses alongside the technical one.&amp;rdquo; // Using a platform to combat Conway&amp;rsquo;s Law and organizational friction caused by too many groups/silos.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://spring.io/blog/2026/06/01/spring_and_security_in_the_times_of_ai?ref=cote.io&#34;&gt;Spring and Security In The Times Of AI&lt;/a&gt; - &amp;ldquo;In April, utilizing new scanning capabilities, we received an unprecedented 482 new security reports across 65 scanned projects. Of those 482 new reports, 370 came from our internal scanning capabilities and 112 came from the community. This means that even without the new scanning, we would still have seen a doubling of community reports compared to our already high number in March. While we clearly had an extreme spike in April&amp;rsquo;s reports, we do not expect reports to go back down to historic levels for a few months as the influx of AI-based reports continues (May had 72 community reports for example).&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.ciodive.com/news/wells-fargo-ceo-scharf-ai-employment-banking-jobs/821660/?ref=cote.io&#34;&gt;Wells Fargo CEO: AI&amp;rsquo;s effect on employment is &amp;lsquo;complicated&amp;rsquo;&lt;/a&gt; - &amp;lsquo;The CEO named auditing, testing, legal, contracts, patent filings, pitchbooks in investment banking and credit memos as a handful of areas across the company executives see room for AI to improve processes. &amp;ldquo;How much of that actually results in pure margin or return expansion is to be seen.&amp;rdquo; Scharf said, since competitors will be chasing similar AI goals, but it is &amp;ldquo;a net positive&amp;rdquo; for the company&amp;rsquo;s future expense base.&amp;quot;&amp;rsquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.gartner.com/en/newsroom/press-releases/2026-05-28-gartner-says-cfos-must-stop-mistaking-finance-ai-deployment-for-value-creation?ref=cote.io&#34;&gt;Gartner Says CFOs Must Stop Mistaking Finance AI Deployment for Value Creation&lt;/a&gt; - &amp;ldquo;The clearest outcome so far has been efficiency. Among finance organizations that have adopted AI, 66% reported greater efficiency and productivity as a top benefit. Steecker urged CFOs to now look beyond productivity-led AI use cases and focus more directly on value creation. Finance&amp;rsquo;s lower grades are concentrated in implementation speed and analytics impact. Gartner found that 63% of finance organizations said AI implementation was slower than expected in 2025. Analytics-related use cases also remain difficult to convert into high impact, with financial forecasting and insight generation among the lowest-rated use cases.&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.forrester.com/blogs/anthropics-proposed-ipo-will-change-the-economics-of-enterprise-ai/?ref=cote.io&#34;&gt;Anthropic&amp;rsquo;s Proposed IPO Will Change The Economics Of Enterprise AI&lt;/a&gt; - Eventually, you have to pay full price or the seller is insolvent.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://hbr.org/2026/06/how-people-are-really-using-ai-in-2026?ref=cote.io&#34;&gt;How People Are Really Using AI in 2026&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.ciodive.com/news/Gap-Best-Buy-Dicks-retailers-AI/821643/?ref=cote.io&#34;&gt;Retailers turn to AI for productivity, personalized shopping&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://simonwillison.net/2026/Jun/3/uber-caps-usage/?ref=cote.io#atom-everything&#34;&gt;Uber Caps Usage of AI Tools Like Claude Code to Manage Costs&lt;/a&gt; - &amp;ldquo;That means each employee&amp;rsquo;s AI spending cap is ~11% of that median compensation package.&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://thoughts.hmmz.org/2026-05-31.html?ref=cote.io&#34;&gt;the solution might be cancelling my AI subscription&lt;/a&gt; - Getting things done can be addictive. The joy you get from finally being empowered to do things you previously could not is a feedback loop that must be controlled for some of us.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://redmonk.com/kholterhoff/2026/06/01/why-hardened-images-are-suddenly-everywhere/?ref=cote.io&#34;&gt;Why Hardened Images are Suddenly Everywhere&lt;/a&gt; - Why aren&amp;rsquo;t all images super-secure, or hardned?&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://nordicapis.com/6-enterprise-mcp-adoption-best-practices/?ref=cote.io&#34;&gt;6 Enterprise MCP Adoption Best Practices&lt;/a&gt; - Things your platform should for AI.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://thenewstack.io/diy-platform-burnout-trap/?ref=cote.io&#34;&gt;The DIY platform trap that&amp;rsquo;s burning out engineering teams&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://adtmag.com/articles/2026/06/02/java-maintenance-engineering-shifts-focus-on-quarterly-critical-patch-stabilization.aspx?ref=cote.io&#34;&gt;Java Maintenance Engineering Shifts Focus on Quarterly Critical Patch Stabilization&lt;/a&gt; - From what I can tell, every core part of the software stack is stopping what they&amp;rsquo;re doing and taking care of the flood of new, AI-driven security issues.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://venturebeat.com/security/claude-mythos-exposed-a-hard-truth-your-enterprise-patching-process-is-way-too-slow?ref=cote.io&#34;&gt;Claude Mythos exposed a hard truth: Your enterprise patching process is way too slow&lt;/a&gt; - Prescriptive on the current &amp;ldquo;now more than ever&amp;rdquo; security freak out.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.theregister.com/cxo/2026/06/02/remote-work-not-ai-is-killing-job-prospects-for-the-youth/5250241?ref=cote.io&#34;&gt;Remote work - not AI - is killing job prospects for the youth&lt;/a&gt; - &amp;gt; According to the Fed&amp;rsquo;s analysis, youth unemployment has risen significantly since the coronavirus pandemic, and hasn&amp;rsquo;t receded in the same way that unemployment numbers for older, more experienced college graduates has in recent years. The analysis notes that the prevalence of remote work has increased since COVID-19, and it believes those two trends have more than just a correlation. // &amp;ldquo;Our analysis suggests that these trends are related, with remote work making it more difficult for managers to train and mentor new employees,&amp;rdquo; the Fed said of its data. &amp;ldquo;Accordingly, companies may be reluctant to hire less-experienced workers in distributed work arrangements.&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://warrenellis.ltd/status/taste/?ref=cote.io&#34;&gt;taste&lt;/a&gt; - It is good to develop taste - opinions about what you like and don&amp;rsquo;t like. And then, it gets weird: an example of taste.&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://blog.ayjay.org/update-on-my-use-of-claude/?ref=cote.io&#34;&gt;update on my use of Claude&lt;/a&gt; - &amp;quot; grew up spending a good deal of time with an older cousin of mine in Cullman, Alabama named Claude Basenburg. A hefty, hearty good ol&#39; boy in overalls, with a wad of tobacco in his cheek. So when I visit claude.ai I don&amp;rsquo;t think of an omniscient counselor, I just envision my cousin from Cullman. It helps&amp;hellip;. But in the end the results are very clean and, to me, _extremely_satisfying.&amp;quot;&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;ai-summaries&#34;&gt;AI Summaries&lt;/h2&gt;
&lt;p&gt;&lt;em&gt;I wanted to read these, but I didn&amp;rsquo;t make the time, so I asked the robot to summarize them.&lt;/em&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/05/anthropics-confidential-s-reframes-enterprise.html&#34;&gt;🤖 Anthropic&amp;rsquo;s Confidential S-1 Reframes Enterprise AI: Forrester Flags Pricing Discipline and Lock-In, Futurum Sees a Trust-and-Margins Litmus Test&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/05/james-talaricos-politics-of-love.html&#34;&gt;🤖 James Talarico&amp;rsquo;s &amp;ldquo;Politics of Love&amp;rdquo; Pits Mainline Faith Against MAGA Christianity&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/05/building-reliability-in-airgapped-systems.html&#34;&gt;🤖 Building Reliability in Air-Gapped Systems Without Live Observability&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/04/eu-launches-ambitious-tech-sovereignty.html&#34;&gt;🤖 EU Launches Ambitious Tech Sovereignty Drive to Reduce Foreign Dependence&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/04/the-hardest-fork-ai-open.html&#34;&gt;🤖 The Hardest Fork: AI, Open Source, and the Urgent Need for a Maintainer of Last Resort&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/04/ai-turns-dependencies-into-time.html&#34;&gt;🤖 AI Turns Dependencies Into Time Bombs: Why &amp;lsquo;Latest&amp;rsquo; Isn&amp;rsquo;t Safe Anymore&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/04/ai-enthusiasts-vs-skeptics-bridging.html&#34;&gt;🤖 AI Enthusiasts vs. Skeptics: Bridging the Divide Before Teams Break&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/04/llms-are-predictive-text-not.html&#34;&gt;🤖 LLMs Are Predictive Text, Not Conscious Minds&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/03/why-software-productivity-remains-unmeasurable.html&#34;&gt;🤖 Why Software Productivity Remains Unmeasurable&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/03/descended-into-madness-backrooms.html&#34;&gt;🤖 &amp;ldquo;descended into madness&amp;rdquo; - Backrooms&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/03/valiantysglean-partnership-bets-that-crossplatform.html&#34;&gt;🤖 Valiantys-Glean Partnership Bets That Cross-Platform Knowledge Graphs and Behavioral KPIs Are What Move Enterprise AI Past Pilots&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://incomprehensiblemedia.com/2026/06/03/ed-zitron-enterprises-hit-with.html&#34;&gt;🤖 Ed Zitron: Enterprises Hit With Token-Based Billing Discover AI Has No Measurable ROI - and No Dot-Com-Style Infrastructure to Salvage&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;wastebook&#34;&gt;Wastebook&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&amp;lsquo;Stop thinking you&amp;rsquo;re better than me just because you know the word &amp;ldquo;stochastic.&amp;quot;&amp;rsquo; &lt;a href=&#34;https://www.theringer.com/2026/05/28/tech/pope-leo-xiv-ai-encyclical-tech-industry-problems?ref=cote.io&#34;&gt;Here&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;If an algorithm makes people money, &lt;a href=&#34;https://www.404media.co/companies-are-using-reddit-to-manipulate-chatgpt-and-google-ai-search/?ref=cote.io&#34;&gt;people will game it&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;&amp;ldquo;According to his grave stone George Ross 1935-2011, was a Philosopher, Teacher, Physicist, Romanian and Nudist.&amp;rdquo; &lt;a href=&#34;https://thelondondead.blogspot.com/2022/10/the-discreet-charm-of-bourgeoisie.html?m=1&amp;amp;ref=cote.io&#34;&gt;Here&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&amp;ldquo;If it takes less than 2 minutes, do it before your brain schedules it for next year.&amp;rdquo; &lt;a href=&#34;https://rcanzlovar.com/blog/adhd-task-management-from-an-internet-rando/?ref=cote.io&#34;&gt;Here&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;You know I&amp;rsquo;m serious about something when I start a new Claude project. And dead-serious when I start generating podcasts for it.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;icymi&#34;&gt;ICYMI&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/05/i-grew-up-spending-a.html&#34;&gt;Update on my use of Claude&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/05/josh-long-and-i-at.html&#34;&gt;Josh Long and I at J-Spring 2026&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/05/getting-things-done-can-be.html&#34;&gt;Getting things done can be addictive&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/02/how-people-are-really-using.html&#34;&gt;How People Are Really Using AI in 2026: Thinkslop, Therapy, and Shadow Work&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/01/three-reasons-why-a-batteries.html&#34;&gt;Three reasons why a &amp;ldquo;batteries included&amp;rdquo; platform is urgently needed right now&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://cote.io/2026/06/02/enterprise-selfharm-cleaning-the-data.html&#34;&gt;Enterprise self-harm: cleaning the data is the hard part&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.softwaredefinedtalk.com/575?ref=cote.io&#34;&gt;UI blizzard - Software Defined Talk #575&lt;/a&gt; - &amp;ldquo;NVIDIA going consumer, Microsoft Build, and the Anthropic/OpenAI IPO race.&amp;rdquo;&lt;/li&gt;
&lt;li&gt;&lt;a href=&#34;https://www.softwaredefinedtalk.com/574?ref=cote.io&#34;&gt;Nobody Wants to Be a Measurer - Software Defined Talk #574&lt;/a&gt; - &amp;ldquo;The Cloudflare CEO&amp;rsquo;s op-ed, upcoming tech IPOs and GitHub getting breached.&amp;rdquo;&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;logoff&#34;&gt;Logoff&lt;/h2&gt;
&lt;p&gt;I still haven&amp;rsquo;t moved to buttondown.email, but I sure am thinking about it.&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;&lt;em&gt;Want to subscribe to this newsletter and get it in your email? Do that &lt;a href=&#34;https://cote.io/subscribe/&#34;&gt;here&lt;/a&gt;. You&amp;rsquo;ll just get this type of link and post round-up, not everything posted on &lt;a href=&#34;https://cote.io/weblog/&#34;&gt;the weblog&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;
</description>
      <source:markdown>
_Also: hardened images everywhere, quarterly Java patch tours, Wells Fargo&#39;s complicated employment math, and a Highgate gravestone._

## Related to your interests

- [Silo busters - a unified platform needs a unified team](https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io) - &#34;This matters because it removes the structural excuse for fragmentation. When a single platform surfaces all the controls a unified team needs, there is no longer a technical reason to keep five separate teams in five separate rooms. The organisational argument for siloes collapses alongside the technical one.&#34; // Using a platform to combat Conway&#39;s Law and organizational friction caused by too many groups/silos.
- [Spring and Security In The Times Of AI](https://spring.io/blog/2026/06/01/spring_and_security_in_the_times_of_ai?ref=cote.io) - &#34;In April, utilizing new scanning capabilities, we received an unprecedented 482 new security reports across 65 scanned projects. Of those 482 new reports, 370 came from our internal scanning capabilities and 112 came from the community. This means that even without the new scanning, we would still have seen a doubling of community reports compared to our already high number in March. While we clearly had an extreme spike in April&#39;s reports, we do not expect reports to go back down to historic levels for a few months as the influx of AI-based reports continues (May had 72 community reports for example).&#34;
- [Wells Fargo CEO: AI&#39;s effect on employment is &#39;complicated&#39;](https://www.ciodive.com/news/wells-fargo-ceo-scharf-ai-employment-banking-jobs/821660/?ref=cote.io) - &#39;The CEO named auditing, testing, legal, contracts, patent filings, pitchbooks in investment banking and credit memos as a handful of areas across the company executives see room for AI to improve processes. &#34;How much of that actually results in pure margin or return expansion is to be seen.&#34; Scharf said, since competitors will be chasing similar AI goals, but it is &#34;a net positive&#34; for the company&#39;s future expense base.&#34;&#39;
- [Gartner Says CFOs Must Stop Mistaking Finance AI Deployment for Value Creation](https://www.gartner.com/en/newsroom/press-releases/2026-05-28-gartner-says-cfos-must-stop-mistaking-finance-ai-deployment-for-value-creation?ref=cote.io) - &#34;The clearest outcome so far has been efficiency. Among finance organizations that have adopted AI, 66% reported greater efficiency and productivity as a top benefit. Steecker urged CFOs to now look beyond productivity-led AI use cases and focus more directly on value creation. Finance&#39;s lower grades are concentrated in implementation speed and analytics impact. Gartner found that 63% of finance organizations said AI implementation was slower than expected in 2025. Analytics-related use cases also remain difficult to convert into high impact, with financial forecasting and insight generation among the lowest-rated use cases.&#34;
- [Anthropic&#39;s Proposed IPO Will Change The Economics Of Enterprise AI](https://www.forrester.com/blogs/anthropics-proposed-ipo-will-change-the-economics-of-enterprise-ai/?ref=cote.io) - Eventually, you have to pay full price or the seller is insolvent.
- [How People Are Really Using AI in 2026](https://hbr.org/2026/06/how-people-are-really-using-ai-in-2026?ref=cote.io)
- [Retailers turn to AI for productivity, personalized shopping](https://www.ciodive.com/news/Gap-Best-Buy-Dicks-retailers-AI/821643/?ref=cote.io)
- [Uber Caps Usage of AI Tools Like Claude Code to Manage Costs](https://simonwillison.net/2026/Jun/3/uber-caps-usage/?ref=cote.io#atom-everything) - &#34;That means each employee&#39;s AI spending cap is ~11% of that median compensation package.&#34;
- [the solution might be cancelling my AI subscription](https://thoughts.hmmz.org/2026-05-31.html?ref=cote.io) - Getting things done can be addictive. The joy you get from finally being empowered to do things you previously could not is a feedback loop that must be controlled for some of us.
- [Why Hardened Images are Suddenly Everywhere](https://redmonk.com/kholterhoff/2026/06/01/why-hardened-images-are-suddenly-everywhere/?ref=cote.io) - Why aren&#39;t all images super-secure, or hardned?
- [6 Enterprise MCP Adoption Best Practices](https://nordicapis.com/6-enterprise-mcp-adoption-best-practices/?ref=cote.io) - Things your platform should for AI.
- [The DIY platform trap that&#39;s burning out engineering teams](https://thenewstack.io/diy-platform-burnout-trap/?ref=cote.io)
- [Java Maintenance Engineering Shifts Focus on Quarterly Critical Patch Stabilization](https://adtmag.com/articles/2026/06/02/java-maintenance-engineering-shifts-focus-on-quarterly-critical-patch-stabilization.aspx?ref=cote.io) - From what I can tell, every core part of the software stack is stopping what they&#39;re doing and taking care of the flood of new, AI-driven security issues.
- [Claude Mythos exposed a hard truth: Your enterprise patching process is way too slow](https://venturebeat.com/security/claude-mythos-exposed-a-hard-truth-your-enterprise-patching-process-is-way-too-slow?ref=cote.io) - Prescriptive on the current &#34;now more than ever&#34; security freak out.
- [Remote work - not AI - is killing job prospects for the youth](https://www.theregister.com/cxo/2026/06/02/remote-work-not-ai-is-killing-job-prospects-for-the-youth/5250241?ref=cote.io) - &gt; According to the Fed&#39;s analysis, youth unemployment has risen significantly since the coronavirus pandemic, and hasn&#39;t receded in the same way that unemployment numbers for older, more experienced college graduates has in recent years. The analysis notes that the prevalence of remote work has increased since COVID-19, and it believes those two trends have more than just a correlation. // &#34;Our analysis suggests that these trends are related, with remote work making it more difficult for managers to train and mentor new employees,&#34; the Fed said of its data. &#34;Accordingly, companies may be reluctant to hire less-experienced workers in distributed work arrangements.&#34;
- [taste](https://warrenellis.ltd/status/taste/?ref=cote.io) - It is good to develop taste - opinions about what you like and don&#39;t like. And then, it gets weird: an example of taste.
- [update on my use of Claude](https://blog.ayjay.org/update-on-my-use-of-claude/?ref=cote.io) - &#34; grew up spending a good deal of time with an older cousin of mine in Cullman, Alabama named Claude Basenburg. A hefty, hearty good ol&#39; boy in overalls, with a wad of tobacco in his cheek. So when I visit claude.ai I don&#39;t think of an omniscient counselor, I just envision my cousin from Cullman. It helps.... But in the end the results are very clean and, to me, _extremely_satisfying.&#34;

## AI Summaries

_I wanted to read these, but I didn&#39;t make the time, so I asked the robot to summarize them._

- [🤖 Anthropic&#39;s Confidential S-1 Reframes Enterprise AI: Forrester Flags Pricing Discipline and Lock-In, Futurum Sees a Trust-and-Margins Litmus Test](https://incomprehensiblemedia.com/2026/06/05/anthropics-confidential-s-reframes-enterprise.html)
- [🤖 James Talarico&#39;s &#34;Politics of Love&#34; Pits Mainline Faith Against MAGA Christianity](https://incomprehensiblemedia.com/2026/06/05/james-talaricos-politics-of-love.html)
- [🤖 Building Reliability in Air-Gapped Systems Without Live Observability](https://incomprehensiblemedia.com/2026/06/05/building-reliability-in-airgapped-systems.html)
- [🤖 EU Launches Ambitious Tech Sovereignty Drive to Reduce Foreign Dependence](https://incomprehensiblemedia.com/2026/06/04/eu-launches-ambitious-tech-sovereignty.html)
- [🤖 The Hardest Fork: AI, Open Source, and the Urgent Need for a Maintainer of Last Resort](https://incomprehensiblemedia.com/2026/06/04/the-hardest-fork-ai-open.html)
- [🤖 AI Turns Dependencies Into Time Bombs: Why &#39;Latest&#39; Isn&#39;t Safe Anymore](https://incomprehensiblemedia.com/2026/06/04/ai-turns-dependencies-into-time.html)
- [🤖 AI Enthusiasts vs. Skeptics: Bridging the Divide Before Teams Break](https://incomprehensiblemedia.com/2026/06/04/ai-enthusiasts-vs-skeptics-bridging.html)
- [🤖 LLMs Are Predictive Text, Not Conscious Minds](https://incomprehensiblemedia.com/2026/06/04/llms-are-predictive-text-not.html)
- [🤖 Why Software Productivity Remains Unmeasurable](https://incomprehensiblemedia.com/2026/06/03/why-software-productivity-remains-unmeasurable.html)
- [🤖 &#34;descended into madness&#34; - Backrooms](https://incomprehensiblemedia.com/2026/06/03/descended-into-madness-backrooms.html)
- [🤖 Valiantys-Glean Partnership Bets That Cross-Platform Knowledge Graphs and Behavioral KPIs Are What Move Enterprise AI Past Pilots](https://incomprehensiblemedia.com/2026/06/03/valiantysglean-partnership-bets-that-crossplatform.html)
- [🤖 Ed Zitron: Enterprises Hit With Token-Based Billing Discover AI Has No Measurable ROI - and No Dot-Com-Style Infrastructure to Salvage](https://incomprehensiblemedia.com/2026/06/03/ed-zitron-enterprises-hit-with.html)

## Wastebook

- &#39;Stop thinking you&#39;re better than me just because you know the word &#34;stochastic.&#34;&#39; [Here](https://www.theringer.com/2026/05/28/tech/pope-leo-xiv-ai-encyclical-tech-industry-problems?ref=cote.io)
- If an algorithm makes people money, [people will game it](https://www.404media.co/companies-are-using-reddit-to-manipulate-chatgpt-and-google-ai-search/?ref=cote.io).
- &#34;According to his grave stone George Ross 1935-2011, was a Philosopher, Teacher, Physicist, Romanian and Nudist.&#34; [Here](https://thelondondead.blogspot.com/2022/10/the-discreet-charm-of-bourgeoisie.html?m=1&amp;ref=cote.io)
- &#34;If it takes less than 2 minutes, do it before your brain schedules it for next year.&#34; [Here](https://rcanzlovar.com/blog/adhd-task-management-from-an-internet-rando/?ref=cote.io)
- You know I&#39;m serious about something when I start a new Claude project. And dead-serious when I start generating podcasts for it.

## ICYMI

- [Update on my use of Claude](https://cote.io/2026/06/05/i-grew-up-spending-a.html)
- [Josh Long and I at J-Spring 2026](https://cote.io/2026/06/05/josh-long-and-i-at.html)
- [Getting things done can be addictive](https://cote.io/2026/06/05/getting-things-done-can-be.html)
- [How People Are Really Using AI in 2026: Thinkslop, Therapy, and Shadow Work](https://cote.io/2026/06/02/how-people-are-really-using.html)
- [Three reasons why a &#34;batteries included&#34; platform is urgently needed right now](https://cote.io/2026/06/01/three-reasons-why-a-batteries.html)
- [Enterprise self-harm: cleaning the data is the hard part](https://cote.io/2026/06/02/enterprise-selfharm-cleaning-the-data.html)
- [UI blizzard - Software Defined Talk #575](https://www.softwaredefinedtalk.com/575?ref=cote.io) - &#34;NVIDIA going consumer, Microsoft Build, and the Anthropic/OpenAI IPO race.&#34;
- [Nobody Wants to Be a Measurer - Software Defined Talk #574](https://www.softwaredefinedtalk.com/574?ref=cote.io) - &#34;The Cloudflare CEO&#39;s op-ed, upcoming tech IPOs and GitHub getting breached.&#34;

## Logoff

I still haven&#39;t moved to buttondown.email, but I sure am thinking about it.

---

_Want to subscribe to this newsletter and get it in your email? Do that [here](https://cote.io/subscribe/). You&#39;ll just get this type of link and post round-up, not everything posted on [the weblog](https://cote.io/weblog/)._
</source:markdown>
    </item>
    
    <item>
      <title></title>
      <link>https://cote.io/2026/06/05/getting-things-done-can-be.html</link>
      <pubDate>Fri, 05 Jun 2026 07:31:17 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/getting-things-done-can-be.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Getting things done can be addictive. The joy you get from finally being empowered to do things you previously could not is a feedback loop that must be controlled for some of us.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://thoughts.hmmz.org/2026-05-31.html&#34;&gt;the solution might be cancelling my AI subscription&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #ai, #harness, #personalai, #psychology --&gt;
</description>
      <source:markdown>&gt; Getting things done can be addictive. The joy you get from finally being empowered to do things you previously could not is a feedback loop that must be controlled for some of us.
&gt; 
🔗 [the solution might be cancelling my AI subscription](https://thoughts.hmmz.org/2026-05-31.html)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #ai, #harness, #personalai, #psychology --&gt;
</source:markdown>
    </item>
    
    <item>
      <title></title>
      <link>https://cote.io/2026/06/05/josh-long-and-i-at.html</link>
      <pubDate>Fri, 05 Jun 2026 07:26:58 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/josh-long-and-i-at.html</guid>
      <description>&lt;p&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/1d8665ab3a.jpg&#34; alt=&#34;Jos Long and Coté&#34;&gt;&lt;/p&gt;
&lt;p&gt;Josh Long and I at J-Spring 2026.&lt;/p&gt;
</description>
      <source:markdown>![Jos Long and Coté](https://cdn.uploads.micro.blog/3446/2026/1d8665ab3a.jpg)

Josh Long and I at J-Spring 2026.
</source:markdown>
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    <item>
      <title></title>
      <link>https://cote.io/2026/06/05/072136.html</link>
      <pubDate>Fri, 05 Jun 2026 07:21:36 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/072136.html</guid>
      <description>&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/80877eef-ce99-488f-a9cd-576497f74417.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/80877eef-ce99-488f-a9cd-576497f74417.jpg&#34; width=&#34;2619&#34; height=&#34;1473&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/f6471598-a25a-4f6f-9f81-8265c409da18.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/f6471598-a25a-4f6f-9f81-8265c409da18.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/d2e1cb7c-528f-4933-954e-9919b2a12292.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/d2e1cb7c-528f-4933-954e-9919b2a12292.jpg&#34; width=&#34;3994&#34; height=&#34;2247&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/588c1682-dc05-4ad4-8ff3-e258752bc668.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/588c1682-dc05-4ad4-8ff3-e258752bc668.jpg&#34; width=&#34;3924&#34; height=&#34;2207&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/92787a58-d5b2-474f-b9cd-7f421fb794a9.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/92787a58-d5b2-474f-b9cd-7f421fb794a9.jpg&#34; width=&#34;3213&#34; height=&#34;5712&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/2eac7819-cc78-49c6-aeec-3e8eb0228ce4.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/2eac7819-cc78-49c6-aeec-3e8eb0228ce4.jpg&#34; width=&#34;3735&#34; height=&#34;3735&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/610d8cd1-5e4a-4bfe-ba1d-ddde8d20c3f4.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/610d8cd1-5e4a-4bfe-ba1d-ddde8d20c3f4.jpg&#34; width=&#34;3213&#34; height=&#34;5712&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/c22a75e9-50c5-4ca8-8793-40d7463cac8e.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/c22a75e9-50c5-4ca8-8793-40d7463cac8e.jpg&#34; width=&#34;3213&#34; height=&#34;5712&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/a6c497aa-7585-4726-b4fa-abda8e0dcfd6.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/a6c497aa-7585-4726-b4fa-abda8e0dcfd6.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/00c7b579-1c4d-4244-af3c-a06d456dc9ac.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/00c7b579-1c4d-4244-af3c-a06d456dc9ac.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/4cd5e4f6-3199-455b-8acb-e4da52768b9d.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/4cd5e4f6-3199-455b-8acb-e4da52768b9d.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/1af83ee3-20bb-4d62-b47d-c57ddc2fcdd0.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/1af83ee3-20bb-4d62-b47d-c57ddc2fcdd0.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;&lt;/p&gt;
</description>
      <source:markdown>&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/80877eef-ce99-488f-a9cd-576497f74417.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/80877eef-ce99-488f-a9cd-576497f74417.jpg&#34; width=&#34;2619&#34; height=&#34;1473&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/f6471598-a25a-4f6f-9f81-8265c409da18.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/f6471598-a25a-4f6f-9f81-8265c409da18.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/d2e1cb7c-528f-4933-954e-9919b2a12292.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/d2e1cb7c-528f-4933-954e-9919b2a12292.jpg&#34; width=&#34;3994&#34; height=&#34;2247&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/588c1682-dc05-4ad4-8ff3-e258752bc668.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/588c1682-dc05-4ad4-8ff3-e258752bc668.jpg&#34; width=&#34;3924&#34; height=&#34;2207&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/92787a58-d5b2-474f-b9cd-7f421fb794a9.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/92787a58-d5b2-474f-b9cd-7f421fb794a9.jpg&#34; width=&#34;3213&#34; height=&#34;5712&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/2eac7819-cc78-49c6-aeec-3e8eb0228ce4.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/2eac7819-cc78-49c6-aeec-3e8eb0228ce4.jpg&#34; width=&#34;3735&#34; height=&#34;3735&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/610d8cd1-5e4a-4bfe-ba1d-ddde8d20c3f4.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/610d8cd1-5e4a-4bfe-ba1d-ddde8d20c3f4.jpg&#34; width=&#34;3213&#34; height=&#34;5712&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/c22a75e9-50c5-4ca8-8793-40d7463cac8e.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/c22a75e9-50c5-4ca8-8793-40d7463cac8e.jpg&#34; width=&#34;3213&#34; height=&#34;5712&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/a6c497aa-7585-4726-b4fa-abda8e0dcfd6.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/a6c497aa-7585-4726-b4fa-abda8e0dcfd6.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/00c7b579-1c4d-4244-af3c-a06d456dc9ac.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/00c7b579-1c4d-4244-af3c-a06d456dc9ac.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/4cd5e4f6-3199-455b-8acb-e4da52768b9d.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/4cd5e4f6-3199-455b-8acb-e4da52768b9d.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

&lt;a href=&#34;https://cdn.uploads.micro.blog/3446/2026/1af83ee3-20bb-4d62-b47d-c57ddc2fcdd0.jpg&#34;&gt;&lt;img src=&#34;https://cdn.uploads.micro.blog/3446/2026/1af83ee3-20bb-4d62-b47d-c57ddc2fcdd0.jpg&#34; width=&#34;5712&#34; height=&#34;3213&#34; alt=&#34;&#34; /&gt;&lt;/a&gt;

</source:markdown>
    </item>
    
    <item>
      <title></title>
      <link>https://cote.io/2026/06/05/i-grew-up-spending-a.html</link>
      <pubDate>Fri, 05 Jun 2026 06:57:04 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/05/i-grew-up-spending-a.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;I grew up spending a good deal of time with an older cousin of mine in Cullman, Alabama named Claude Basenburg. A hefty, hearty good ol’ boy in overalls, with a wad of tobacco in his cheek. So when I visit claude.ai I don’t think of an omniscient counselor, I just envision my cousin from Cullman. It helps&amp;hellip;. But in the end the results are very clean and, to me, _extremely_satisfying.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://blog.ayjay.org/update-on-my-use-of-claude/&#34;&gt;update on my use of Claude&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
</description>
      <source:markdown>&gt; I grew up spending a good deal of time with an older cousin of mine in Cullman, Alabama named Claude Basenburg. A hefty, hearty good ol’ boy in overalls, with a wad of tobacco in his cheek. So when I visit claude.ai I don’t think of an omniscient counselor, I just envision my cousin from Cullman. It helps.... But in the end the results are very clean and, to me, _extremely_satisfying.
&gt; 
🔗 [update on my use of Claude](https://blog.ayjay.org/update-on-my-use-of-claude/)
&lt;!-- category:link --&gt;
</source:markdown>
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    <item>
      <title></title>
      <link>https://cote.io/2026/06/04/that-means-each-employees-ai.html</link>
      <pubDate>Thu, 04 Jun 2026 06:42:36 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/04/that-means-each-employees-ai.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;That means each employee&amp;rsquo;s AI spending cap is ~11% of that median compensation package.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;Last year, there were a few anecdotes about high growth tech companies spending $100,000/year per head on tokens. That seems like it&amp;rsquo;s coming to end.a&lt;/p&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://simonwillison.net/2026/Jun/3/uber-caps-usage/#atom-everything&#34;&gt;Uber Caps Usage of AI Tools Like Claude Code to Manage Costs&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #codegeneration, #cost, #enterpiseai, #numbers --&gt;
</description>
      <source:markdown>&gt; That means each employee&#39;s AI spending cap is ~11% of that median compensation package.

Last year, there were a few anecdotes about high growth tech companies spending $100,000/year per head on tokens. That seems like it&#39;s coming to end.a

🔗 [Uber Caps Usage of AI Tools Like Claude Code to Manage Costs](https://simonwillison.net/2026/Jun/3/uber-caps-usage/#atom-everything)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #codegeneration, #cost, #enterpiseai, #numbers --&gt;
</source:markdown>
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    <item>
      <title>remote work reduces on-the-job training</title>
      <link>https://cote.io/2026/06/03/remote-work-reduces-onthejob-training.html</link>
      <pubDate>Wed, 03 Jun 2026 07:41:02 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/03/remote-work-reduces-onthejob-training.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;According to the Fed&amp;rsquo;s analysis, youth unemployment has risen significantly since the coronavirus pandemic, and hasn’t receded in the same way that unemployment numbers for older, more experienced college graduates has in recent years. The analysis notes that the prevalence of remote work has increased since COVID-19, and it believes those two trends have more than just a correlation.&lt;/p&gt;
&lt;p&gt;“Our analysis suggests that these trends are related, with remote work making it more difficult for managers to train and mentor new employees,” the Fed said of its data. “Accordingly, companies may be reluctant to hire less-experienced workers in distributed work arrangements.”&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://www.theregister.com/cxo/2026/06/02/remote-work-not-ai-is-killing-job-prospects-for-the-youth/5250241&#34;&gt;Remote work – not AI – is killing job prospects for the youth&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #rto, #studies, #thekids --&gt;
</description>
      <source:markdown>
&gt; According to the Fed&#39;s analysis, youth unemployment has risen significantly since the coronavirus pandemic, and hasn’t receded in the same way that unemployment numbers for older, more experienced college graduates has in recent years. The analysis notes that the prevalence of remote work has increased since COVID-19, and it believes those two trends have more than just a correlation.
&gt; 
&gt; “Our analysis suggests that these trends are related, with remote work making it more difficult for managers to train and mentor new employees,” the Fed said of its data. “Accordingly, companies may be reluctant to hire less-experienced workers in distributed work arrangements.”

🔗 [Remote work – not AI – is killing job prospects for the youth](https://www.theregister.com/cxo/2026/06/02/remote-work-not-ai-is-killing-job-prospects-for-the-youth/5250241)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #rto, #studies, #thekids --&gt;
</source:markdown>
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    <item>
      <title>Defeating Conway&#39;s Law</title>
      <link>https://cote.io/2026/06/03/defeating-conways-law.html</link>
      <pubDate>Wed, 03 Jun 2026 07:23:49 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/03/defeating-conways-law.html</guid>
      <description>&lt;p&gt;Try using &lt;a href=&#34;https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io&#34;&gt;a platform to combat Conway&amp;rsquo;s Law&lt;/a&gt; and organizational friction caused by too many groups/silos.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;This matters because it removes the structural excuse for fragmentation. When a single platform surfaces all the controls a unified team needs, there is no longer a technical reason to keep five separate teams in five separate rooms. The organisational argument for siloes collapses alongside the technical one.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;Conway&amp;rsquo;s Law says that a system will be shaped - organization sub-divided - as a replica of the orgnonzatikn that built the system.&lt;/p&gt;
&lt;p&gt;(Yes, I know this is a misreading of the &lt;a href=&#34;https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io&#34;&gt;&amp;ldquo;communication structures&amp;rdquo;&lt;/a&gt; part of Conway&amp;rsquo;s but this is the use the street has found.)&lt;/p&gt;
&lt;p&gt;Most people will tell you that people eat technology for breakfast. You can&amp;rsquo;t change how people work or how a (large) company is structured by simply installing some new system.&lt;/p&gt;
&lt;p&gt;As &lt;a href=&#34;https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io&#34;&gt;Harry Thambi outlines&lt;/a&gt;, I&amp;rsquo;m not sure that&amp;rsquo;s always the case. When a new technology removes the need for specialist teams because it &lt;a href=&#34;https://thenewstack.io/diy-platform-burnout-trap/&#34;&gt;automates and removes the toil of the people running the technology&lt;/a&gt;, you have a chance to collapse the groups, to have less silos, and, thus, defeat Conway&amp;rsquo;s Law.&lt;/p&gt;
&lt;p&gt;That requires &lt;a href=&#34;https://trytanzu.ai/&#34;&gt;a truly integrated platform&lt;/a&gt;. Interested in one, why not &lt;a href=&#34;https://trytanzu.ai/&#34;&gt;TryTanzu.ai&lt;/a&gt;?&lt;/p&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io&#34;&gt;Broadcom Knight’s partner blog: Silo busters - a unified platform needs a unified team - Broadcom News and Stories&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #digitaltransformation, #platform, #vcf --&gt;
</description>
      <source:markdown>
Try using [a platform to combat Conway&#39;s Law](https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io) and organizational friction caused by too many groups/silos.

&gt; This matters because it removes the structural excuse for fragmentation. When a single platform surfaces all the controls a unified team needs, there is no longer a technical reason to keep five separate teams in five separate rooms. The organisational argument for siloes collapses alongside the technical one.

Conway&#39;s Law says that a system will be shaped - organization sub-divided - as a replica of the orgnonzatikn that built the system. 

(Yes, I know this is a misreading of the [&#34;communication structures&#34;](https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io) part of Conway&#39;s but this is the use the street has found.)

Most people will tell you that people eat technology for breakfast. You can&#39;t change how people work or how a (large) company is structured by simply installing some new system.

As [Harry Thambi outlines](https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io), I&#39;m not sure that&#39;s always the case. When a new technology removes the need for specialist teams because it [automates and removes the toil of the people running the technology](https://thenewstack.io/diy-platform-burnout-trap/), you have a chance to collapse the groups, to have less silos, and, thus, defeat Conway&#39;s Law.

That requires [a truly integrated platform](https://trytanzu.ai/). Interested in one, why not [TryTanzu.ai](https://trytanzu.ai/)?

🔗 [Broadcom Knight’s partner blog: Silo busters - a unified platform needs a unified team - Broadcom News and Stories](https://news.broadcom.com/broadcom-knights/unified-platform-unified-team-private-cloud?ref=cote.io)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #digitaltransformation, #platform, #vcf --&gt;
</source:markdown>
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    <item>
      <title>you can&#39;t measure productivity</title>
      <link>https://cote.io/2026/06/03/you-cant-measure-productivity.html</link>
      <pubDate>Wed, 03 Jun 2026 07:18:52 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/03/you-cant-measure-productivity.html</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;The [Wells Fargo] CEO named auditing, testing, legal, contracts, patent filings, pitchbooks in investment banking and credit memos as a handful of areas across the company executives see room for AI to improve processes. &amp;ldquo;How much of that actually results in pure margin or return expansion is to be seen.” Scharf said, since competitors will be chasing similar AI goals, but it is “a net positive” for the company’s future expense base.”&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;I&amp;rsquo;m down with &lt;a href=&#34;https://martinfowler.com/bliki/CannotMeasureProductivity.html&#34;&gt;the Martin Fowler idea that measuring productivity is sort of a waste&lt;/a&gt;. Rather, it&amp;rsquo;s better to measure output, &lt;em&gt;yes, but&lt;/em&gt;:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Productivity, of course, is something you determine by looking at the input of an activity and its output. So to measure software productivity you have to measure the output of software development - the reason we can&amp;rsquo;t measure productivity is because we can&amp;rsquo;t measure output.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;Is the bank making more money without breaking laws? Then it&amp;rsquo;s probably fine.&lt;/p&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://www.ciodive.com/news/wells-fargo-ceo-scharf-ai-employment-banking-jobs/821660/?ref=cote.io&#34;&gt;Wells Fargo CEO: AI’s effect on employment is ‘complicated’&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #banks, #layoffs, #roi, #uses, #wellsfargo --&gt;
</description>
      <source:markdown>
&gt; The [Wells Fargo] CEO named auditing, testing, legal, contracts, patent filings, pitchbooks in investment banking and credit memos as a handful of areas across the company executives see room for AI to improve processes. &#34;How much of that actually results in pure margin or return expansion is to be seen.” Scharf said, since competitors will be chasing similar AI goals, but it is “a net positive” for the company’s future expense base.”

I&#39;m down with [the Martin Fowler idea that measuring productivity is sort of a waste](https://martinfowler.com/bliki/CannotMeasureProductivity.html). Rather, it&#39;s better to measure output, _yes, but_:

&gt; Productivity, of course, is something you determine by looking at the input of an activity and its output. So to measure software productivity you have to measure the output of software development - the reason we can&#39;t measure productivity is because we can&#39;t measure output.

Is the bank making more money without breaking laws? Then it&#39;s probably fine.

🔗 [Wells Fargo CEO: AI’s effect on employment is ‘complicated’](https://www.ciodive.com/news/wells-fargo-ceo-scharf-ai-employment-banking-jobs/821660/?ref=cote.io)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #banks, #layoffs, #roi, #uses, #wellsfargo --&gt;
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      <title>security over features</title>
      <link>https://cote.io/2026/06/03/security-over-features.html</link>
      <pubDate>Wed, 03 Jun 2026 07:11:08 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/03/security-over-features.html</guid>
      <description>&lt;p&gt;From what I can tell, every core part of the software stack is stopping what they&amp;rsquo;re doing and taking care of the flood of new, AI-driven security issues.&lt;/p&gt;
&lt;p&gt;🔗 &lt;a href=&#34;https://adtmag.com/articles/2026/06/02/java-maintenance-engineering-shifts-focus-on-quarterly-critical-patch-stabilization.aspx&#34;&gt;Java Maintenance Engineering Shifts Focus on Quarterly Critical Patch Stabilization&lt;/a&gt;&lt;/p&gt;
&lt;!-- category:link --&gt;
&lt;!-- Tags: #ai, #java, #security --&gt;
</description>
      <source:markdown>
From what I can tell, every core part of the software stack is stopping what they&#39;re doing and taking care of the flood of new, AI-driven security issues.

🔗 [Java Maintenance Engineering Shifts Focus on Quarterly Critical Patch Stabilization](https://adtmag.com/articles/2026/06/02/java-maintenance-engineering-shifts-focus-on-quarterly-critical-patch-stabilization.aspx)
&lt;!-- category:link --&gt;

&lt;!-- Tags: #ai, #java, #security --&gt;
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      <title>🤖 “descended into madness&#34; - Backrooms</title>
      <link>https://cote.io/2026/06/03/descended-into-madness-backrooms.html</link>
      <pubDate>Wed, 03 Jun 2026 07:07:30 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/03/descended-into-madness-backrooms.html</guid>
      <description>&lt;p&gt;&lt;em&gt;Original: &lt;a href=&#34;https://paigekbradley.substack.com/p/a-backstory-from-my-backrooms?utm_campaign=posts-open-in-app&amp;amp;triedRedirect=true&#34;&gt;A Backstory from My Backrooms&lt;/a&gt; by Paige K. Bradley. Summarized by AI on June 3, 2026.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;{I love backrooms. One of the first things I did with AI image generator was make endless empty malls and backrooms. So good. -Coté}&lt;/p&gt;
&lt;p&gt;A stray 2019 4chan post about a bland, fluorescent-lit interior sparked the viral myth of the &lt;mark&gt;backrooms&lt;/mark&gt;, a concept of endless, liminal spaces that feel familiar yet threatening. Its resonance lies in the idea of &lt;mark&gt;“no clipping”&lt;/mark&gt; from reality—slipping into a hollow, game-like purgatory where meaning and orientation fail. The condition of being lost, as one user put it, is to have “descended into madness.”&lt;/p&gt;
&lt;p&gt;Artist Jan Vorisek’s installations, with their yellow PVC curtains, dislocated objects, and fragmentary videos, evoke the same &lt;mark&gt;uncanny emptiness&lt;/mark&gt;. His works inhabit a zone between physical matter and simulation, where sculptures resemble 3D game props and rooms become stages for absent narratives. The viewer is left to confront whether the space—or their own perception—is real.&lt;/p&gt;
&lt;p&gt;The essay links this aesthetic to &lt;mark&gt;premium mediocrity&lt;/mark&gt;, a cultural phase of glossy surfaces and hollow interiors, where urban spaces like shuttered storefronts become physical backrooms. &lt;mark&gt;Liminality&lt;/mark&gt; is both a visual experience and a social condition, reflecting a civilization suspended between exhausted industrial modernity and early-stage digital post-scarcity.&lt;/p&gt;
&lt;p&gt;Through art and literature, the theme recurs: Dennis Cooper’s novel &lt;em&gt;God Jr.&lt;/em&gt; literalizes the descent into a hollow 3D monument and a game world as a failed attempt at grief and control. The &lt;mark&gt;backrooms&lt;/mark&gt; and Vorisek’s “incomplete interiors” mirror that impulse—structures built for meaning that only expose their own emptiness.&lt;/p&gt;
&lt;p&gt;The backrooms phenomenon has since drifted toward a &lt;mark&gt;Gothic sensibility&lt;/mark&gt;, as cultural imagination projects fragmented narratives, invisible antagonists, and dread into blank architecture. Its power lies in what is missing, allowing fear, nostalgia, and hallucination to fill the void.&lt;/p&gt;
&lt;p&gt;In the end, the backrooms are a metaphor for contemporary life under the weight of &lt;mark&gt;digital simulation, urban vacancy, and mediated experience&lt;/mark&gt;. They remind us that when the illusion shatters, what’s left is an ambient awareness of loss—and the quiet admission: you lost.&lt;/p&gt;
&lt;h2 id=&#34;links&#34;&gt;Links&lt;/h2&gt;
&lt;p&gt;🤖 &lt;a href=&#34;https://paigekbradley.substack.com/p/a-backstory-from-my-backrooms?utm_campaign=posts-open-in-app&amp;amp;triedRedirect=true&#34;&gt;A Backstory from My Backrooms&lt;/a&gt; – How a single 4chan post about a yellowed, empty room evolved into a cultural metaphor for liminal dread, digital hyperreality, and the art of dislocation.&lt;/p&gt;
&lt;!--
🤖 No Clipping Into the Backrooms: Liminal Spaces, Premium Mediocrity, and the Art of Losing
https://paigekbradley.substack.com/p/a-backstory-from-my-backrooms?utm_campaign=posts-open-in-app&amp;triedRedirect=true
A deep dive into how the viral “backrooms” meme intersects with contemporary art, literature, and the condition of modern urban life.
--&gt;
&lt;p&gt;&lt;em&gt;Summarized by ChatGPT on Jun 3, 2026 at 7:07 AM.&lt;/em&gt;&lt;/p&gt;
&lt;!-- category:ai_generated --&gt;
</description>
      <source:markdown>
_Original: [A Backstory from My Backrooms](https://paigekbradley.substack.com/p/a-backstory-from-my-backrooms?utm_campaign=posts-open-in-app&amp;triedRedirect=true) by Paige K. Bradley. Summarized by AI on June 3, 2026._

{I love backrooms. One of the first things I did with AI image generator was make endless empty malls and backrooms. So good. -Coté}

A stray 2019 4chan post about a bland, fluorescent-lit interior sparked the viral myth of the &lt;mark&gt;backrooms&lt;/mark&gt;, a concept of endless, liminal spaces that feel familiar yet threatening. Its resonance lies in the idea of &lt;mark&gt;“no clipping”&lt;/mark&gt; from reality—slipping into a hollow, game-like purgatory where meaning and orientation fail. The condition of being lost, as one user put it, is to have “descended into madness.”  

Artist Jan Vorisek’s installations, with their yellow PVC curtains, dislocated objects, and fragmentary videos, evoke the same &lt;mark&gt;uncanny emptiness&lt;/mark&gt;. His works inhabit a zone between physical matter and simulation, where sculptures resemble 3D game props and rooms become stages for absent narratives. The viewer is left to confront whether the space—or their own perception—is real.  

The essay links this aesthetic to &lt;mark&gt;premium mediocrity&lt;/mark&gt;, a cultural phase of glossy surfaces and hollow interiors, where urban spaces like shuttered storefronts become physical backrooms. &lt;mark&gt;Liminality&lt;/mark&gt; is both a visual experience and a social condition, reflecting a civilization suspended between exhausted industrial modernity and early-stage digital post-scarcity.  

Through art and literature, the theme recurs: Dennis Cooper’s novel *God Jr.* literalizes the descent into a hollow 3D monument and a game world as a failed attempt at grief and control. The &lt;mark&gt;backrooms&lt;/mark&gt; and Vorisek’s “incomplete interiors” mirror that impulse—structures built for meaning that only expose their own emptiness.  

The backrooms phenomenon has since drifted toward a &lt;mark&gt;Gothic sensibility&lt;/mark&gt;, as cultural imagination projects fragmented narratives, invisible antagonists, and dread into blank architecture. Its power lies in what is missing, allowing fear, nostalgia, and hallucination to fill the void.  

In the end, the backrooms are a metaphor for contemporary life under the weight of &lt;mark&gt;digital simulation, urban vacancy, and mediated experience&lt;/mark&gt;. They remind us that when the illusion shatters, what’s left is an ambient awareness of loss—and the quiet admission: you lost.

## Links

🤖 [A Backstory from My Backrooms](https://paigekbradley.substack.com/p/a-backstory-from-my-backrooms?utm_campaign=posts-open-in-app&amp;triedRedirect=true) – How a single 4chan post about a yellowed, empty room evolved into a cultural metaphor for liminal dread, digital hyperreality, and the art of dislocation.

&lt;!--
🤖 No Clipping Into the Backrooms: Liminal Spaces, Premium Mediocrity, and the Art of Losing
https://paigekbradley.substack.com/p/a-backstory-from-my-backrooms?utm_campaign=posts-open-in-app&amp;triedRedirect=true
A deep dive into how the viral “backrooms” meme intersects with contemporary art, literature, and the condition of modern urban life.
--&gt;

_Summarized by ChatGPT on Jun 3, 2026 at 7:07 AM._
&lt;!-- category:ai_generated --&gt;
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      <title>🤖 Valiantys-Glean Partnership Bets That Cross-Platform Knowledge Graphs and Behavioral KPIs Are What Move Enterprise AI Past Pilots</title>
      <link>https://cote.io/2026/06/03/valiantysglean-partnership-bets-that-crossplatform.html</link>
      <pubDate>Wed, 03 Jun 2026 07:05:11 +0200</pubDate>
      
      <guid>http://cote.micro.blog/2026/06/03/valiantysglean-partnership-bets-that-crossplatform.html</guid>
      <description>&lt;p&gt;&lt;em&gt;Original: &lt;a href=&#34;https://diginomica.com/enterprise-ai-still-stuck-experimentation-valiantys-and-glean-think-they-know-why?ref=cote.io&#34;&gt;Enterprise AI is still stuck at experimentation – Valiantys and Glean think they know why&lt;/a&gt; by diginomica. Summarized by AI on June 3, 2026.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;Most enterprise AI pilots stall, and the diagnosis from Nathan Chantrenne, Chief AI Officer at Valiantys, is that the field measures the wrong things and fragments its tooling.&lt;/p&gt;
&lt;p&gt;&lt;mark&gt;The dominant success metric - &amp;ldquo;employees save four hours a week&amp;rdquo; - tells you nothing, because nobody knows what those hours become; they might just mean more coffee.&lt;/mark&gt; The partnership being pitched is Valiantys, an Atlassian-centric consultancy, joining with Glean, an enterprise AI platform valued at $7.2 billion on roughly $300 million ARR as of May 2026.&lt;/p&gt;
&lt;p&gt;Maturity varies widely, and the brakes are predictable. &lt;mark&gt;In Europe, governance and security are the primary obstacle; in North America, less so.&lt;/mark&gt;&lt;/p&gt;
&lt;p&gt;Tech-savvy firms have the opposite problem: they over-experiment.&lt;/p&gt;
&lt;p&gt;&lt;mark&gt;Companies test 15 different technologies and let every team pick its own, which collapses at scale because there&amp;rsquo;s no unified strategy for compliance, security, or cost.&lt;/mark&gt; Each platform ships its own AI tooling and data layer, and none reaches well into another vendor&amp;rsquo;s stack - so technical silos mirror organizational ones, and the cross-functional teams meant to bridge them get treated as a burden rather than an authority.&lt;/p&gt;
&lt;p&gt;Glean&amp;rsquo;s role is the connective tissue. &lt;mark&gt;Its permissions-aware Knowledge Graph&lt;sup id=&#34;fnref:1&#34;&gt;&lt;a href=&#34;#fn:1&#34; class=&#34;footnote-ref&#34; role=&#34;doc-noteref&#34;&gt;1&lt;/a&gt;&lt;/sup&gt; is a semantic layer that links data across applications - so the system knows a Salesforce opportunity ties to a ServiceNow case and a Jira ticket.&lt;/mark&gt;&lt;/p&gt;
&lt;p&gt;Valiantys, which began moving beyond pure Atlassian work about 18 months ago (anchored by the July 2024 Contegix acquisition for North American expansion), is taking this to market first in its native strengths: software development lifecycle modernization and enterprise service management, with an eventual ~50 use cases in view.&lt;/p&gt;
&lt;p&gt;The KPIs Chantrenne cares about are behavioral, not cosmetic. &lt;mark&gt;For development, the headline is idea-to-production time, dropping from weeks or months to two weeks or, in extreme cases, two days.&lt;/mark&gt;&lt;/p&gt;
&lt;p&gt;For service management, the entry metric is ticket deflection&lt;sup id=&#34;fnref:2&#34;&gt;&lt;a href=&#34;#fn:2&#34; class=&#34;footnote-ref&#34; role=&#34;doc-noteref&#34;&gt;2&lt;/a&gt;&lt;/sup&gt; - 50 to 70% of a typical 1,000-monthly-ticket desk is repeatable level-one work that can be automated.&lt;/p&gt;
&lt;p&gt;&lt;mark&gt;The harder, more revealing layer is agent productivity on level-two tickets and how many knowledge base articles agents contribute - both signals of whether the work itself is actually changing.&lt;/mark&gt;&lt;/p&gt;
&lt;p&gt;The recurring lesson is that change management, not technology, is the binding constraint. &lt;mark&gt;&amp;ldquo;You can have the best possible technical solution out there. If you&amp;rsquo;re unable to bring the people with you&amp;hellip; people will do everything that they can for the project to fail.&amp;quot;&lt;/mark&gt;&lt;/p&gt;
&lt;p&gt;The prescription for firms that have spent heavily without returns: define real business KPIs, centralize governance, bring people along, and narrow from 15 technologies to two or three - then go nearly all-in and run with it.&lt;/p&gt;
&lt;h2 id=&#34;links&#34;&gt;Links&lt;/h2&gt;
&lt;p&gt;🤖 &lt;a href=&#34;https://diginomica.com/enterprise-ai-still-stuck-experimentation-valiantys-and-glean-think-they-know-why?ref=cote.io&#34;&gt;Enterprise AI is still stuck at experimentation – Valiantys and Glean think they know why&lt;/a&gt; - Enterprise AI stalls because firms track meaningless productivity metrics and scatter across too many tools; the Valiantys-Glean bet is that a cross-platform knowledge graph plus behavioral KPIs and centralized governance is what moves pilots into production. Change management, not tech, is the real bottleneck.&lt;/p&gt;
&lt;!--
🤖 Enterprise AI is still stuck at experimentation – Valiantys and Glean think they know why
https://diginomica.com/enterprise-ai-still-stuck-experimentation-valiantys-and-glean-think-they-know-why?ref=cote.io
Enterprise AI stalls because firms track meaningless productivity metrics and scatter across too many tools; the Valiantys-Glean bet is that a cross-platform knowledge graph plus behavioral KPIs and centralized governance is what moves pilots into production. Change management, not tech, is the real bottleneck.
--&gt;
&lt;section class=&#34;footnotes&#34; role=&#34;doc-endnotes&#34;&gt;
&lt;hr&gt;
&lt;ol&gt;
&lt;li id=&#34;fn:1&#34; role=&#34;doc-endnote&#34;&gt;
&lt;p&gt;&lt;strong&gt;Knowledge Graph&lt;/strong&gt; - a data structure representing entities (people, documents, tickets, accounts) and the relationships between them, allowing software to traverse connections rather than treat each record in isolation. &amp;ldquo;Permissions-aware&amp;rdquo; means it respects each user&amp;rsquo;s existing access rights when surfacing linked data.&amp;#160;&lt;a href=&#34;#fnref:1&#34; class=&#34;footnote-backref&#34; role=&#34;doc-backlink&#34;&gt;&amp;#x21a9;&amp;#xfe0e;&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li id=&#34;fn:2&#34; role=&#34;doc-endnote&#34;&gt;
&lt;p&gt;&lt;strong&gt;Ticket deflection&lt;/strong&gt; - resolving a support request automatically (via self-service, bots, or automation) so it never reaches a human agent.&amp;#160;&lt;a href=&#34;#fnref:2&#34; class=&#34;footnote-backref&#34; role=&#34;doc-backlink&#34;&gt;&amp;#x21a9;&amp;#xfe0e;&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;/section&gt;
</description>
      <source:markdown>
_Original: [Enterprise AI is still stuck at experimentation – Valiantys and Glean think they know why](https://diginomica.com/enterprise-ai-still-stuck-experimentation-valiantys-and-glean-think-they-know-why?ref=cote.io) by diginomica. Summarized by AI on June 3, 2026._

Most enterprise AI pilots stall, and the diagnosis from Nathan Chantrenne, Chief AI Officer at Valiantys, is that the field measures the wrong things and fragments its tooling.

&lt;mark&gt;The dominant success metric - &#34;employees save four hours a week&#34; - tells you nothing, because nobody knows what those hours become; they might just mean more coffee.&lt;/mark&gt; The partnership being pitched is Valiantys, an Atlassian-centric consultancy, joining with Glean, an enterprise AI platform valued at $7.2 billion on roughly $300 million ARR as of May 2026.

Maturity varies widely, and the brakes are predictable. &lt;mark&gt;In Europe, governance and security are the primary obstacle; in North America, less so.&lt;/mark&gt;

Tech-savvy firms have the opposite problem: they over-experiment.

&lt;mark&gt;Companies test 15 different technologies and let every team pick its own, which collapses at scale because there&#39;s no unified strategy for compliance, security, or cost.&lt;/mark&gt; Each platform ships its own AI tooling and data layer, and none reaches well into another vendor&#39;s stack - so technical silos mirror organizational ones, and the cross-functional teams meant to bridge them get treated as a burden rather than an authority.

Glean&#39;s role is the connective tissue. &lt;mark&gt;Its permissions-aware Knowledge Graph[^1] is a semantic layer that links data across applications - so the system knows a Salesforce opportunity ties to a ServiceNow case and a Jira ticket.&lt;/mark&gt;

Valiantys, which began moving beyond pure Atlassian work about 18 months ago (anchored by the July 2024 Contegix acquisition for North American expansion), is taking this to market first in its native strengths: software development lifecycle modernization and enterprise service management, with an eventual ~50 use cases in view.

The KPIs Chantrenne cares about are behavioral, not cosmetic. &lt;mark&gt;For development, the headline is idea-to-production time, dropping from weeks or months to two weeks or, in extreme cases, two days.&lt;/mark&gt;

For service management, the entry metric is ticket deflection[^2] - 50 to 70% of a typical 1,000-monthly-ticket desk is repeatable level-one work that can be automated.

&lt;mark&gt;The harder, more revealing layer is agent productivity on level-two tickets and how many knowledge base articles agents contribute - both signals of whether the work itself is actually changing.&lt;/mark&gt;

The recurring lesson is that change management, not technology, is the binding constraint. &lt;mark&gt;&#34;You can have the best possible technical solution out there. If you&#39;re unable to bring the people with you... people will do everything that they can for the project to fail.&#34;&lt;/mark&gt;

The prescription for firms that have spent heavily without returns: define real business KPIs, centralize governance, bring people along, and narrow from 15 technologies to two or three - then go nearly all-in and run with it.

[^1]: **Knowledge Graph** - a data structure representing entities (people, documents, tickets, accounts) and the relationships between them, allowing software to traverse connections rather than treat each record in isolation. &#34;Permissions-aware&#34; means it respects each user&#39;s existing access rights when surfacing linked data.

[^2]: **Ticket deflection** - resolving a support request automatically (via self-service, bots, or automation) so it never reaches a human agent.

## Links

🤖 [Enterprise AI is still stuck at experimentation – Valiantys and Glean think they know why](https://diginomica.com/enterprise-ai-still-stuck-experimentation-valiantys-and-glean-think-they-know-why?ref=cote.io) - Enterprise AI stalls because firms track meaningless productivity metrics and scatter across too many tools; the Valiantys-Glean bet is that a cross-platform knowledge graph plus behavioral KPIs and centralized governance is what moves pilots into production. Change management, not tech, is the real bottleneck.

&lt;!--
🤖 Enterprise AI is still stuck at experimentation – Valiantys and Glean think they know why
https://diginomica.com/enterprise-ai-still-stuck-experimentation-valiantys-and-glean-think-they-know-why?ref=cote.io
Enterprise AI stalls because firms track meaningless productivity metrics and scatter across too many tools; the Valiantys-Glean bet is that a cross-platform knowledge graph plus behavioral KPIs and centralized governance is what moves pilots into production. Change management, not tech, is the real bottleneck.
--&gt;
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