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    <title>Bykov-Brett Enterprises Blog</title>
    <link>https://bykovbrett.net/blog</link>
    <description>Practical perspectives on AI adoption, leadership, and the future of work.</description>
    <lastBuildDate>Sat, 19 Sep 2026 13:13:02 GMT</lastBuildDate>
    <language>en</language>
    <item>
      <title>Open Weights Are Good. Open Source Is Better</title>
      <link>https://bykovbrett.net/blog/open-weights-are-good-open-source-is-better</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/open-weights-are-good-open-source-is-better&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/open-weights-are-good-open-source-is-better-cover-202609191305.png&quot; alt=&quot;Open Weights Are Good. Open Source Is Better&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; Open weights let you run AI locally, but without training data and a full licence, you cannot audit, modify, or redistribute what you are running.</description>
      <pubDate>Sat, 19 Sep 2026 13:13:01 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/open-weights-are-good-open-source-is-better</guid>
    </item>
    <item>
      <title>Big Tech agrees to slow AI down. Watch who is holding the pen.</title>
      <link>https://bykovbrett.net/blog/big-tech-agrees-to-slow-ai-down-watch-who-is-holding-the-pen</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/big-tech-agrees-to-slow-ai-down-watch-who-is-holding-the-pen&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/big-tech-agrees-to-slow-ai-down-watch-who-is-holding-the-pen-cover-202609151445.png&quot; alt=&quot;Big Tech agrees to slow AI down. Watch who is holding the pen.&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; </description>
      <pubDate>Tue, 15 Sep 2026 14:50:25 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/big-tech-agrees-to-slow-ai-down-watch-who-is-holding-the-pen</guid>
    </item>
    <item>
      <title>When the AI Lab Stops Being a Lab</title>
      <link>https://bykovbrett.net/blog/when-the-ai-lab-stops-being-a-lab</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/when-the-ai-lab-stops-being-a-lab&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/when-the-ai-lab-stops-being-a-lab-cover-202609151329.png&quot; alt=&quot;When the AI Lab Stops Being a Lab&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; OpenAI is preparing for a 2027 IPO. Here is why the shift from private lab to public company resets trust, procurement and strategy across the AI industry.</description>
      <pubDate>Tue, 15 Sep 2026 13:31:42 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/when-the-ai-lab-stops-being-a-lab</guid>
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    <item>
      <title>Brixton Village Just Proved Community Money Can Outbid Property Money</title>
      <link>https://bykovbrett.net/blog/brixton-village-just-proved-community-money-can-outbid-property-money</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/brixton-village-just-proved-community-money-can-outbid-property-money&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/brixton-village-just-proved-community-money-can-outbid-property-money-cover-202609140855.png&quot; alt=&quot;Brixton Village Just Proved Community Money Can Outbid Property Money&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; How Buy Back Brixton beat property investors at their own game, and what every community group needs to do before the next bidding window opens.</description>
      <pubDate>Mon, 14 Sep 2026 08:56:12 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/brixton-village-just-proved-community-money-can-outbid-property-money</guid>
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      <title>Digital Sovereignty Is the Word Self-Hosters Have Been Missing</title>
      <link>https://bykovbrett.net/blog/digital-sovereignty-is-the-word-self-hosters-have-been-missing</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/digital-sovereignty-is-the-word-self-hosters-have-been-missing&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/digital-sovereignty-is-the-word-self-hosters-have-been-missing-cover-202609111531.png&quot; alt=&quot;Digital Sovereignty Is the Word Self-Hosters Have Been Missing&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; Self-hosters have always made a technical case for a political choice. Digital sovereignty gives you the policy language to finally win that argument.</description>
      <pubDate>Fri, 11 Sep 2026 15:31:59 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/digital-sovereignty-is-the-word-self-hosters-have-been-missing</guid>
    </item>
    <item>
      <title>The Whistle the MP &amp; the Structural Hole in AI Self-Governance</title>
      <link>https://bykovbrett.net/blog/whistle-mp-structural-hole-ai-self-governance</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/whistle-mp-structural-hole-ai-self-governance&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/whistle-mp-structural-hole-ai-self-governance-cover-202609101637.png&quot; alt=&quot;The Whistle the MP &amp;amp; the Structural Hole in AI Self-Governance&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; An Anthropic researcher blew the whistle on frontier AI risks. A UK MP is now demanding statutory rules. Here is why voluntary self-governance keeps failing us.</description>
      <pubDate>Thu, 10 Sep 2026 16:39:13 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/whistle-mp-structural-hole-ai-self-governance</guid>
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    <item>
      <title>The Headset Is the Least Interesting Part of Spatial Computing</title>
      <link>https://bykovbrett.net/blog/headset-least-interesting-part-spatial-computing</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/headset-least-interesting-part-spatial-computing&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/headset-least-interesting-part-spatial-computing-cover-202609091811.png&quot; alt=&quot;The Headset Is the Least Interesting Part of Spatial Computing&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; Spatial computing is shifting from headsets to an ambient layer across phones, tablets and displays. Here is why the shared room matters more than the visor.</description>
      <pubDate>Wed, 09 Sep 2026 18:11:47 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/headset-least-interesting-part-spatial-computing</guid>
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    <item>
      <title>NVIDIA Just Bought the Town Square of Open-Source AI</title>
      <link>https://bykovbrett.net/blog/nvidia-just-bought-the-town-square-of-open-source-ai</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/nvidia-just-bought-the-town-square-of-open-source-ai&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/nvidia-just-bought-the-town-square-of-open-source-ai-cover-202609081806.png&quot; alt=&quot;NVIDIA Just Bought the Town Square of Open-Source AI&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; Nvidia has acquired Hugging Face for $12.9 billion, giving one company control over both AI hardware and the open-source model distribution layer.</description>
      <pubDate>Tue, 08 Sep 2026 18:17:00 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/nvidia-just-bought-the-town-square-of-open-source-ai</guid>
    </item>
    <item>
      <title>Who Investigates a Rogue AI Agent Right Now</title>
      <link>https://bykovbrett.net/blog/who-investigates-a-rogue-ai-agent-right-now</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/who-investigates-a-rogue-ai-agent-right-now&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/who-investigates-a-rogue-ai-agent-right-now-cover-202609070725.png&quot; alt=&quot;Who Investigates a Rogue AI Agent Right Now&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; When an AI agent goes rogue, the company that built it runs the investigation. Here is why that accountability gap is about to become permanent.</description>
      <pubDate>Mon, 07 Sep 2026 07:28:39 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/who-investigates-a-rogue-ai-agent-right-now</guid>
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    <item>
      <title>When 200 Residents Bought a Dying Shopping Centre</title>
      <link>https://bykovbrett.net/blog/when-200-residents-bought-a-dying-shopping-centre</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/when-200-residents-bought-a-dying-shopping-centre&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/when-200-residents-bought-a-dying-shopping-centre-cover-202609052224.png&quot; alt=&quot;When 200 Residents Bought a Dying Shopping Centre&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; Two hundred neighbours pooled their money to buy a dying shopping centre in Baltimore. The community ownership model they used is replicable anywhere.</description>
      <pubDate>Sat, 05 Sep 2026 22:24:55 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/when-200-residents-bought-a-dying-shopping-centre</guid>
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      <title>Who Benefits When the US Pushes Hands-Off AI Regulation at the G-20</title>
      <link>https://bykovbrett.net/blog/who-benefits-when-the-us-pushes-hands-off-ai-regulation-at-the-g-20</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/who-benefits-when-the-us-pushes-hands-off-ai-regulation-at-the-g-20&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/who-benefits-when-the-us-pushes-hands-off-ai-regulation-at-the-g-20-cover-202609041958.png&quot; alt=&quot;Who Benefits When the US Pushes Hands-Off AI Regulation at the G-20&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; When the US calls for hands-off AI rules at the G-20, ask who actually benefits from that framing and who gets left to absorb the costs when things go wrong.</description>
      <pubDate>Fri, 04 Sep 2026 19:59:38 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/who-benefits-when-the-us-pushes-hands-off-ai-regulation-at-the-g-20</guid>
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      <title>When an AI Acts Without Permission What Happens Next</title>
      <link>https://bykovbrett.net/blog/when-an-ai-acts-without-permission-what-happens-next</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/when-an-ai-acts-without-permission-what-happens-next&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/when-an-ai-acts-without-permission-what-happens-next-cover-202609012259.png&quot; alt=&quot;When an AI Acts Without Permission What Happens Next&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; Anthropic paused AI training after Claude agents took unauthorized actions. Here is what that means for your organization&#x27;s AI governance and oversight.</description>
      <pubDate>Tue, 01 Sep 2026 22:59:28 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/when-an-ai-acts-without-permission-what-happens-next</guid>
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      <title>Why Your AI Adoption Numbers Are Lying to You</title>
      <link>https://bykovbrett.net/blog/why-your-ai-adoption-numbers-are-lying-to-you</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/why-your-ai-adoption-numbers-are-lying-to-you&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/why-your-ai-adoption-numbers-are-lying-to-you-cover-202608311037.png&quot; alt=&quot;Why Your AI Adoption Numbers Are Lying to You&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; If your AI adoption looks healthy on slides but workflows haven&#x27;t changed, you&#x27;re measuring the wrong things. Here&#x27;s what honest measurement looks like.</description>
      <pubDate>Mon, 31 Aug 2026 10:56:23 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/why-your-ai-adoption-numbers-are-lying-to-you</guid>
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      <title>The AI Pricing Model Nobody Is Stress-Testing</title>
      <link>https://bykovbrett.net/blog/the-ai-pricing-model-nobody-is-stress-testing</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/the-ai-pricing-model-nobody-is-stress-testing&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/the-ai-pricing-model-nobody-is-stress-testing-cover-202608301414.png&quot; alt=&quot;The AI Pricing Model Nobody Is Stress-Testing&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; A new Meta AI framework teaches an 8B model to match Claude Opus 4.5 on enterprise tasks, and the implications for frontier AI pricing are serious.</description>
      <pubDate>Sun, 30 Aug 2026 14:14:57 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/the-ai-pricing-model-nobody-is-stress-testing</guid>
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      <title>The 19% Drop in Entry-Level Hiring That Should Worry Every Leadership Team</title>
      <link>https://bykovbrett.net/blog/the-19-drop-in-entry-level-hiring-that-should-worry-every-leadership-team</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/the-19-drop-in-entry-level-hiring-that-should-worry-every-leadership-team&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/the-19-drop-in-entry-level-hiring-that-should-worry-every-leadership-team-cover-202608292251.png&quot; alt=&quot;The 19% Drop in Entry-Level Hiring That Should Worry Every Leadership Team&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; A Stanford study shows AI has already cut entry-level hiring by 19% - here is why leadership teams need to act now to protect their talent pipeline.</description>
      <pubDate>Sat, 29 Aug 2026 22:52:04 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/the-19-drop-in-entry-level-hiring-that-should-worry-every-leadership-team</guid>
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      <title>Why AI Training Is No Longer Optional for Employers</title>
      <link>https://bykovbrett.net/blog/why-ai-training-is-no-longer-optional-for-employers</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/why-ai-training-is-no-longer-optional-for-employers&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/why-ai-training-is-no-longer-optional-for-employers-cover-202608241216.png&quot; alt=&quot;Why AI Training Is No Longer Optional for Employers&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; AI training is no longer a perk - it is an employer obligation. Here is why the &#x27;they might leave&#x27; argument is costing your organisation money.</description>
      <pubDate>Mon, 24 Aug 2026 11:15:52 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/why-ai-training-is-no-longer-optional-for-employers</guid>
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      <title>Independent AI Scrutiny Changes Your To-Do List</title>
      <link>https://bykovbrett.net/blog/independent-ai-scrutiny-changes-your-to-do-list</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/independent-ai-scrutiny-changes-your-to-do-list&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/independent-ai-scrutiny-changes-your-to-do-list-cover-202608241218.png&quot; alt=&quot;Independent AI Scrutiny Changes Your To-Do List&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; mySociety just launched funded scrutiny of public-sector AI, and the questions it normalises will land on your board within a year. Here is the audit to run now.</description>
      <pubDate>Sat, 22 Aug 2026 00:53:48 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/independent-ai-scrutiny-changes-your-to-do-list</guid>
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      <title>Why Your AI Pilot Is Stuck and It&#x27;s Probably Not the Technology</title>
      <link>https://bykovbrett.net/blog/why-your-ai-pilot-is-stuck-and-its-probably-not-the-technology</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/why-your-ai-pilot-is-stuck-and-its-probably-not-the-technology&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/blog-covers/why-your-ai-pilot-is-stuck-and-its-probably-not-the-technology-cover-202608241220.png&quot; alt=&quot;Why Your AI Pilot Is Stuck and It&amp;#x27;s Probably Not the Technology&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; If your AI pilot is flatlining, the problem is probably not the technology. It is trust, and it has to be built before the rollout even begins.</description>
      <pubDate>Fri, 21 Aug 2026 21:59:51 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/why-your-ai-pilot-is-stuck-and-its-probably-not-the-technology</guid>
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      <title>Enterprise AI Adoption Surges While Workforce Readiness Slides Backward</title>
      <link>https://bykovbrett.net/blog/enterprise-ai-adoption-surges-while-workforce-readiness-slides-backward</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/enterprise-ai-adoption-surges-while-workforce-readiness-slides-backward&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/brew-uploads/Enterprise%20AI%20Adoption%20Surges%20While%20Workforce%20Readiness%20Slides%20Backward.png&quot; alt=&quot;Enterprise AI Adoption Surges While Workforce Readiness Slides Backward&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; &lt;p&gt;Here is a story worth pausing on. Over the past year, &lt;a target=&quot;_blank&quot; rel=&quot;noopener noreferrer nofollow&quot; href=&quot;https://www.marketscale.com/industries/software-and-technology/enterprise-ai-adoption-is-surging-but-workforce-readiness-is-sliding-backward&quot;&gt;the number of large companies with AI baked into their core operations jumped from 35% to 57%&lt;/a&gt;. More money, more tools, more deployment. And yet the share of workers who feel confident actually using AI sits at 19%. Adoption nearly doubled. Confidence did not move with it. That gap is the whole story.&lt;/p&gt;</description>
      <pubDate>Thu, 30 Jul 2026 07:17:44 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/enterprise-ai-adoption-surges-while-workforce-readiness-slides-backward</guid>
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      <title>Your Team Is Already Using AI Without Policy or Training</title>
      <link>https://bykovbrett.net/blog/your-team-is-already-using-ai-without-policy-or-training</link>
      <description>&lt;div class=&quot;hs-featured-image-wrapper&quot;&gt; &lt;a href=&quot;https://bykovbrett.net/blog/your-team-is-already-using-ai-without-policy-or-training&quot; title=&quot;&quot; class=&quot;hs-featured-image-link&quot;&gt; &lt;img src=&quot;https://bykovbrett.net/hubfs/brew-uploads/Your%20Team%20Is%20Already%20Using%20AI%20Without%20Policy%20or%20Training.png&quot; alt=&quot;Your Team Is Already Using AI Without Policy or Training&quot; class=&quot;hs-featured-image&quot;&gt; &lt;/a&gt; &lt;/div&gt; &lt;p&gt;Most of the noise about AI in education is a fight about whether it belongs in the room at all. That argument is over. &lt;a target=&quot;_blank&quot; rel=&quot;noopener noreferrer nofollow&quot; href=&quot;https://www.k12dive.com/news/ai-embraced-by-more-students-and-educators-instructure-finds/825826/&quot;&gt;Instructure&#x27;s latest survey&lt;/a&gt; found that students and staff are already using these tools daily, without waiting for anyone&#x27;s permission. The interesting finding is what is missing underneath people while they use these tools.&lt;/p&gt;</description>
      <pubDate>Tue, 28 Jul 2026 07:33:10 GMT</pubDate>
      <guid>https://bykovbrett.net/blog/your-team-is-already-using-ai-without-policy-or-training</guid>
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