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    <title>George Samuelson Blog</title>
    <link>https://georgesamuelson.com/blog</link>
    <description>Expert insights on BJJ, fitness, technology, and business from George Samuelson. Frameworks, not fluff.</description>
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    <copyright>Copyright 2026 George Samuelson. All rights reserved.</copyright>
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      <title><![CDATA[Closed Guard Ankle Cross: Which Leg Goes on Top?]]></title>
      <link>https://georgesamuelson.com/blog/closed-guard-ankle-cross-which-leg-on-top</link>
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      <description><![CDATA[Which ankle goes on top in closed guard isn't preference — it's directional. The wrong crossing hands your training partner a free guard break. A second-degree black belt breaks down the system.]]></description>
      <pubDate>Tue, 26 May 2026 10:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Review That Reviewed Itself]]></title>
      <link>https://georgesamuelson.com/blog/the-review-that-reviewed-itself</link>
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      <description><![CDATA[I published an article about a vulnerability. Then I ran a review on it and watched it fire the vulnerability — in its own closing paragraph, with the rule against it three screens up.]]></description>
      <pubDate>Sat, 23 May 2026 10:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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      <title><![CDATA[Amendment Activity Is the Drift Surface]]></title>
      <link>https://georgesamuelson.com/blog/amendment-drift-surface</link>
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      <description><![CDATA[Equal care, equal drift — that was the bet. The audit found the drift stacked in one file: the one with the most amendments.]]></description>
      <pubDate>Thu, 21 May 2026 10:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Shape vs Fidelity: The Vocabulary That Makes Cross-Model Review Work]]></title>
      <link>https://georgesamuelson.com/blog/shape-vs-fidelity</link>
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      <description><![CDATA[My content-strategist agent started rejecting good work after the model changed. Two words fixed the routing: shape and fidelity. The vocabulary that turns cross-model review from judgment calls into rule application.]]></description>
      <pubDate>Tue, 19 May 2026 10:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Dual-Rival: Why Single-Reviewer AI Reviews Miss Half the Defects]]></title>
      <link>https://georgesamuelson.com/blog/asymmetric-coverage</link>
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      <description><![CDATA[I ran two AI reviewers on the same code review. Zero overlap in findings, five of six rounds. Here's the asymmetric-coverage property—and how to run Dual-Rival correctly.]]></description>
      <pubDate>Fri, 15 May 2026 10:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Recursive Governance Vulnerability]]></title>
      <link>https://georgesamuelson.com/blog/the-recursive-governance-vulnerability</link>
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      <description><![CDATA[I was three quarters of the way through writing a rule about vocabulary drift when I hit save, ran a review, and found I'd done it again. Third time that session.]]></description>
      <pubDate>Thu, 14 May 2026 10:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Directive vs Narrative: Writing Rules AI Models Actually Follow]]></title>
      <link>https://georgesamuelson.com/blog/directive-vs-narrative</link>
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      <description><![CDATA[I had two versions of the same rule on my screen. Same rule. Different shape. One of them broke when the model on the other end changed how it reads.]]></description>
      <pubDate>Tue, 12 May 2026 10:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Adapter Pattern: Why Your AI Instructions Age Out]]></title>
      <link>https://georgesamuelson.com/blog/the-adapter-pattern</link>
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      <description><![CDATA[AI model versions don't improve in a straight line. Here's why your Claude instruction stack needs per-axis re-evaluation every time the model shifts — and the structural fit principle behind it.]]></description>
      <pubDate>Mon, 04 May 2026 10:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Are You Beating Yourself? Unforced Errors in BJJ]]></title>
      <link>https://georgesamuelson.com/blog/are-you-beating-yourself</link>
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      <description><![CDATA[Most people lose because they beat themselves. The 3-level progression from reducing errors to engineering your opponent's self-defeat — and By Proxy Safety™.]]></description>
      <pubDate>Fri, 06 Mar 2026 11:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Am I Safe?™ Beyond the Mat: The Three-Word Audit™ for Business, AI, and Every Decision That Matters]]></title>
      <link>https://georgesamuelson.com/blog/am-i-safe-beyond-the-mat</link>
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      <description><![CDATA["Am I safe?" started on the mat. It works in boardrooms, AI system reviews, and daily risk assessment. One question. Three words. Universal structure. Here's how to apply it everywhere.]]></description>
      <pubDate>Tue, 03 Mar 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[44 Controls for a 1-Person Operation (And Why I Said No)]]></title>
      <link>https://georgesamuelson.com/blog/44-controls-for-a-1-person-operation</link>
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      <description><![CDATA[An AI auditor proposed 44 controls, evidence blocks with SHA-256 hashes, and a behavioral contract for my solo operation. I implemented 5. Audits find problems. Judgment sizes solutions.]]></description>
      <pubDate>Sat, 21 Feb 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[I Asked a Competing Model to Tear Apart My System]]></title>
      <link>https://georgesamuelson.com/blog/i-asked-a-competing-model-to-tear-apart-my-system</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/i-asked-a-competing-model-to-tear-apart-my-system</guid>
      <description><![CDATA[I built an AI-assisted operating system on Claude. Then I packaged 55 files and asked Codex to audit it cold. The diagnosis was sharp. The prescription was 6x what the patient needed. Here's what happened — and what it teaches about cross-model review.]]></description>
      <pubDate>Fri, 20 Feb 2026 11:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Ready, Set, Talk™: The Drill That Reveals What You Can't See]]></title>
      <link>https://georgesamuelson.com/blog/ready-set-talk</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/ready-set-talk</guid>
      <description><![CDATA[Athletes talk out loud while they roll. The ones who keep talking start winning. The ones who stop? That silence is the diagnostic data I needed to see.]]></description>
      <pubDate>Wed, 18 Feb 2026 11:00:00 GMT</pubDate>
      <category>Training Science</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Lock That Locked Itself Out]]></title>
      <link>https://georgesamuelson.com/blog/the-lock-that-locked-itself-out</link>
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      <description><![CDATA[I built a security hook to prevent my AI from editing governance files. It worked so well it blocked the AI from fixing the hook itself. The pattern has a name now: F-GUARDIAN.]]></description>
      <pubDate>Mon, 16 Feb 2026 11:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Documentation Said It Was Done. It Wasn't.]]></title>
      <link>https://georgesamuelson.com/blog/the-documentation-said-it-was-done</link>
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      <description><![CDATA[You checked the box. Wrote the note. Moved on. But the work never happened. The phantom complete is the most expensive mistake in any domain — and verification is easy. You just make it unnecessarily hard.]]></description>
      <pubDate>Sun, 15 Feb 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[The 14 Ways You Fail With AI (And the Taxonomy That Prevents Them)]]></title>
      <link>https://georgesamuelson.com/blog/14-ways-you-fail-with-ai</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/14-ways-you-fail-with-ai</guid>
      <description><![CDATA[Everyone classifies how AI fails. Nobody classifies how YOU fail when using AI. After thousands of sessions, I built the taxonomy. Here are the failure modes your team can't name — and the hierarchy that makes them preventable.]]></description>
      <pubDate>Thu, 12 Feb 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[Gi vs No-Gi: You're Asking the Wrong Question]]></title>
      <link>https://georgesamuelson.com/blog/gi-vs-no-gi</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/gi-vs-no-gi</guid>
      <description><![CDATA[Gi vs no-gi is the wrong question. A second-degree black belt explains why the components are identical and how to train both for the best results.]]></description>
      <pubDate>Tue, 10 Feb 2026 11:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[Three Things — The Check and The Read]]></title>
      <link>https://georgesamuelson.com/blog/three-things-the-check-and-the-read</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/three-things-the-check-and-the-read</guid>
      <description><![CDATA[The Check asks 'Am I safe?' The Read asks 'What did they just tell me it's not?' Same framework. Opposite direction. Same person running both.]]></description>
      <pubDate>Mon, 09 Feb 2026 16:00:00 GMT</pubDate>
      <category>Training Science</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Cognitive Ratchet: Why Once You See It, You Can't Unsee It]]></title>
      <link>https://georgesamuelson.com/blog/the-cognitive-ratchet</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/the-cognitive-ratchet</guid>
      <description><![CDATA[The mechanism that powers all your other frameworks: once you see it, you can't unsee it—and science proves why. Discover why genuine understanding is permanent.]]></description>
      <pubDate>Sun, 08 Feb 2026 13:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Submission Guards: Why Your Finishes Should Be Positions First]]></title>
      <link>https://georgesamuelson.com/blog/submission-guards</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/submission-guards</guid>
      <description><![CDATA[Stop saying 'submission'—say 'guard.' A wrist lock isn't an attack; it's a position you control from. The reframe that changes everything.]]></description>
      <pubDate>Fri, 06 Feb 2026 11:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[The Three Ways: A Framework for Relationship Power Dynamics]]></title>
      <link>https://georgesamuelson.com/blog/the-three-ways</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/the-three-ways</guid>
      <description><![CDATA[The Three Ways framework reveals who's expendable in any relationship. Test your power dynamics at work, in business, and in life with the 5-question expendability diagnostic.]]></description>
      <pubDate>Thu, 05 Feb 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[Momentum Is Perishable: Build Assets Slowly, Spend Momentum Fast]]></title>
      <link>https://georgesamuelson.com/blog/momentum-is-perishable</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/momentum-is-perishable</guid>
      <description><![CDATA[Momentum decays faster than you think. Learn to recognize readiness windows, understand the real cost of waiting, and act before the opportunity expires.]]></description>
      <pubDate>Wed, 04 Feb 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[How to Choose a BJJ Academy in New Jersey: An Insider's Guide]]></title>
      <link>https://georgesamuelson.com/blog/how-to-choose-bjj-academy-nj</link>
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      <description><![CDATA[After 20+ years training and teaching BJJ in New Jersey, here's what actually matters when choosing a gym—and the red flags to avoid.]]></description>
      <pubDate>Tue, 03 Feb 2026 11:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[Am I Safe? The Three-Word Question That Handles 90% of Decisions]]></title>
      <link>https://georgesamuelson.com/blog/am-i-safe</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/am-i-safe</guid>
      <description><![CDATA[One question handles 90% of decisions—in business, fitness, and life. If you hesitate when asking 'Am I safe?', that pause is your answer. Here's the framework.]]></description>
      <pubDate>Mon, 02 Feb 2026 11:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Are BJJ Private Lessons Worth It? Cost, Benefits & When to Invest]]></title>
      <link>https://georgesamuelson.com/blog/bjj-private-lessons-worth-it</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/bjj-private-lessons-worth-it</guid>
      <description><![CDATA[Everyone asks 'private or group?' without adding context. After 20+ years teaching both, here's the real question you should be asking—and a decision matrix that actually helps.]]></description>
      <pubDate>Sun, 01 Feb 2026 12:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[The Phantom Complete: Why Verification Without Confirmation Fails]]></title>
      <link>https://georgesamuelson.com/blog/phantom-complete-automation-bias</link>
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      <description><![CDATA[Perfect documentation. Zero execution. Here's how 'phantom completes' happen, why they're invisible until pressure reveals them, and the three-level verification gate that prevents them.]]></description>
      <pubDate>Sun, 01 Feb 2026 12:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    </item>
    <item>
      <title><![CDATA[Playing Guard on Top: The Question That Changes Everything]]></title>
      <link>https://georgesamuelson.com/blog/playing-guard-on-top</link>
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      <description><![CDATA[I asked my class a simple question: 'Who's actually doing the guard position better right now—me or him?' The answer surprised everyone. The person on top was playing guard better than the person playing guard from bottom.]]></description>
      <pubDate>Wed, 28 Jan 2026 12:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Question the Question: The Meta-Skill That Changes Everything]]></title>
      <link>https://georgesamuelson.com/blog/question-the-question</link>
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      <description><![CDATA[I asked 18 experts to solve a naming problem. They gave me 18 different answers. Then I questioned my question—and found the real problem wasn't naming at all.]]></description>
      <pubDate>Wed, 28 Jan 2026 12:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The 5-Grip Challenge: How Limiting Your Options Accelerates BJJ Learning]]></title>
      <link>https://georgesamuelson.com/blog/the-5-grip-challenge</link>
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      <description><![CDATA[Most people think more grips means more options. Motor learning research says the opposite. Here's a constraint-based framework that will change how you train.]]></description>
      <pubDate>Tue, 27 Jan 2026 12:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[The Army of Georges: How One Person Operates at Scale]]></title>
      <link>https://georgesamuelson.com/blog/army-of-georges</link>
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      <description><![CDATA[You don't need a team of 50 to compete with companies that have them. You need infrastructure that amplifies—and the clarity to direct it.]]></description>
      <pubDate>Sat, 24 Jan 2026 12:00:00 GMT</pubDate>
      <category>Technology</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Ask a Better Question, Get a Better Question]]></title>
      <link>https://georgesamuelson.com/blog/ask-a-better-question</link>
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      <description><![CDATA[Most people chase answers. The best thinkers chase questions. Here's why upgrading your inquiry changes everything—and why I never said 'get a better answer.']]></description>
      <pubDate>Thu, 22 Jan 2026 12:00:00 GMT</pubDate>
      <category>Systems</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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    <item>
      <title><![CDATA[Jiu-Jitsu Is Easy (You Make It Unnecessarily Hard)]]></title>
      <link>https://georgesamuelson.com/blog/jiu-jitsu-is-easy</link>
      <guid isPermaLink="true">https://georgesamuelson.com/blog/jiu-jitsu-is-easy</guid>
      <description><![CDATA[After 20 years on the mats, I've learned that the best practitioners aren't the ones who know the most techniques. They're the ones who've learned to subtract.]]></description>
      <pubDate>Tue, 20 Jan 2026 12:00:00 GMT</pubDate>
      <category>Combat Sports</category>
      <author>george@georgesamuelson.com (George Samuelson)</author>
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