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docs/AIDev.htm

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<div id="pxlPagesContentBlock" class="pxlPagesContentBlockStyle gpcpVisibleStyle heightFader">
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<div id="pxlPagesContentParent" class="pxlPagesContentParentStyle"><div class="gpcpVisibleStyle procPagesContentStyle procPagesPlacementTripleStyle aiDevPageStyle pagesFader pagesVisOn"><div class="procPagesInnerBeforeBase procPagesInnerBefore"></div><div class="procPagesInnerStyle procPagesParentStyle procPagesLayoutTripleStyle aiDevPageParentStyle" id="pxlPage_AIDev"><div class="procPageHeader procPagesHeaderStyle">AI Development</div><div class="procPagesHeaderLine aiDevPage-headerLine"></div><nav role="navigation" aria-label="Page sections" class="procPageSectionList aiDevPage-sectionNavListStyle"><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle procPagesNavActive aiDevPage-sectionNavButtonActiveStyle" role="button" tabindex="0" aria-label="Navigate to My Introduction section">My Introduction</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to ESN Motion Prediction section">ESN Motion Prediction</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to GNN Exploration section">GNN Exploration</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to GAT &amp; Language section">GAT &amp; Language</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to ESRGAN Upresser section">ESRGAN Upresser</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to Notes &amp; Research section">Notes &amp; Research</div></nav><section class="procPageMediaView aiDevPageScrollbarStyle" role="region" aria-label="Media gallery for AIDev page sections" aria-describedby="Dynamic media content that changes based on selected section" style="align-content: center; height: auto;"><div class="procPagesMediaListStyle procPagesSectionActive pagesVisOn"><iframe src="https://www.youtube-nocookie.com/embed/XJu-UJrI6yk" title="Useful AI for Visual Graphics" frameborder="0" allow="encrypted-media; picture-in-picture" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen="true" class="procPagesMediaStyle procPagesLimitWidthStyle"></iframe></div></section><section class="procPageContentView aiDevPageScrollbarStyle" role="main" aria-label="Primary content area for AIDev page" aria-describedby="Main content that updates dynamically based on selected section navigation"><div class="procPageSectionContentStyle procPagesSectionActive pagesVisOn" id="0"><div class="procPagesInnerContentStyle procPagesSectionActive pagesVisOn">
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<div id="pxlPagesContentParent" class="pxlPagesContentParentStyle"><div class="gpcpVisibleStyle procPagesContentStyle procPagesPlacementTripleStyle aiDevPageStyle pagesFader pagesVisOn"><div class="procPagesInnerBeforeBase procPagesInnerBefore"></div><div class="procPagesInnerStyle procPagesParentStyle procPagesLayoutTripleStyle aiDevPageParentStyle" id="pxlPage_AIDev"><div class="procPageHeader procPagesHeaderStyle">AI Development</div><div class="procPagesHeaderLine aiDevPage-headerLine"></div><nav role="navigation" aria-label="Page sections" class="procPageSectionList aiDevPage-sectionNavListStyle"><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle procPagesNavActive aiDevPage-sectionNavButtonActiveStyle" role="button" tabindex="0" aria-label="Navigate to My Introduction section">My Introduction</div><div style="height: 3px;"></div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to ESRGAN Upresser section">ESRGAN Upresser</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to ESN Motion Prediction section">ESN Motion Prediction</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to GNN Exploration section">GNN Exploration</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to GAT &amp; Language section">GAT &amp; Language</div><div style="height: 10px;"></div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to Notes &amp; Research section">Notes &amp; Research</div></nav><section class="procPageMediaView aiDevPageScrollbarStyle" role="region" aria-label="Media gallery for AIDev page sections" aria-describedby="Dynamic media content that changes based on selected section" style="align-content: center; height: auto;"><div class="procPagesMediaListStyle procPagesSectionActive pagesVisOn"><iframe src="https://www.youtube-nocookie.com/embed/XJu-UJrI6yk" title="Useful AI for Visual Graphics" frameborder="0" allow="encrypted-media; picture-in-picture" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen="true" class="procPagesMediaStyle procPagesLimitWidthStyle"></iframe></div></section><section class="procPageContentView aiDevPageScrollbarStyle" role="main" aria-label="Primary content area for AIDev page" aria-describedby="Main content that updates dynamically based on selected section navigation"><div class="procPageSectionContentStyle procPagesSectionActive pagesVisOn" id="0"><div class="procPagesInnerContentStyle procPagesSectionActive pagesVisOn">
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<br>I started my dive into AI in 2008 writing a Boid / Crowd system for my thesis while in art college, School of Visual Arts.
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<br>Since then, I've been developing different multi-media AI structures in my spare time.
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<br>In 2015 I decided I'd cram a machine learning AI into a single-board computer, a Jetson TK1, by the end of 2026.
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<br>&nbsp;&nbsp; Something that could write down what I say,

docs/AIDev/aiNotes.htm

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<div id="pxlPagesContentParent" class="pxlPagesContentParentStyle"><div class="gpcpVisibleStyle procPagesContentStyle procPagesPlacementTripleStyle aiDevPageStyle pagesFader pagesVisOn"><div class="procPagesInnerBeforeBase procPagesInnerBefore"></div><div class="procPagesInnerStyle procPagesParentStyle procPagesLayoutTripleStyle aiDevPageParentStyle procPageNoMediaStyle" id="pxlPage_AIDev"><div class="procPageHeader procPagesHeaderStyle">AI Development</div><div class="procPagesHeaderLine aiDevPage-headerLine"></div><nav role="navigation" aria-label="Page sections" class="procPageSectionList aiDevPage-sectionNavListStyle"><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to My Introduction section">My Introduction</div><div style="height: 3px;"></div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to ESRGAN Upresser section">ESRGAN Upresser</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to ESN Motion Prediction section">ESN Motion Prediction</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to GNN Exploration section">GNN Exploration</div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle" role="button" tabindex="0" aria-label="Navigate to GAT &amp; Language section">GAT &amp; Language</div><div style="height: 10px;"></div><div class="procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor aiDevPage-sectionNavButtonStyle procPagesNavActive aiDevPage-sectionNavButtonActiveStyle" role="button" tabindex="0" aria-label="Navigate to Notes &amp; Research section">Notes &amp; Research</div></nav><section class="procPageMediaView aiDevPageScrollbarStyle" role="region" aria-label="Media gallery for AIDev page sections" aria-describedby="Dynamic media content that changes based on selected section" style="display: none;"><div class="procPagesMediaListStyle pagesVisOff"><iframe src="https://www.youtube-nocookie.com/embed/XJu-UJrI6yk" title="Useful AI for Visual Graphics" frameborder="0" allow="encrypted-media; picture-in-picture" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen="true" class="procPagesMediaStyle procPagesLimitWidthStyle"></iframe></div></section><section class="procPageContentView aiDevPageScrollbarStyle" role="main" aria-label="Primary content area for AIDev page" aria-describedby="Main content that updates dynamically based on selected section navigation"><div class="procPageSectionContentStyle pagesVisOff" id="0"><div class="procPagesInnerContentStyle pagesVisOff">
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<br>In 2015 I decided I'd cram a machine learning AI into a single-board computer, a Jetson TK1, by the end of 2026.
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<br>&nbsp;&nbsp; Something that could write down what I say,
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<br>Has been quite serendipitous for my creation!
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I made a whole 'blog' system for this... yet here we are....
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<br>No, I wont have ai write for me here.
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<br>No, I'm not using ai to speak for me here.
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<br>&nbsp;&nbsp; These are my thoughts,
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<br>&nbsp;&nbsp;&nbsp;&nbsp; How ever scattered they may be.
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<br><br>If you couldn't tell, I'm training my AIs on my own works.
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<br><a name="2025-02" data-listing="2025-02"></a>
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<br>
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<br>If you couldn't tell, I'm training my AIs on my own works.
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<br>A personally made AI trained on personally made images / videos / photos / code / writing.
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<br>&nbsp;&nbsp; That means I can copyright my generations, right?
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<br>&nbsp;&nbsp;&nbsp;&nbsp; If I made every aspect of the AI &amp; training data?
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<br><br>I've begun on the core of the AI, as of May 24th, 2025.
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<br>I've begun on the core of the AI, as of May 24th, 2025.
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<br>&nbsp;&nbsp; I have the beginnings of a 'Micro-Term' memory implemented to act as a gated-attention during inference.
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<br>This, paired with automatic graph edge splitting ('Dynamic' in DGNN or DGAT) and use of geometric clustering, seems to be giving me values of a "remembered" object when it's outside of the dataset.
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<br>&nbsp;&nbsp; Hopefully leading to bodily awareness of limbs, objects outside of the field of view, and other 'long term' tensors/classifications at a temporary scale.
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<br>You can assume that the 'ESN' is not a standard 'Echo State Network' anymore.
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<br> With a bit more research into the types of minds that brought us DeepMind, and their work on GNN networks,
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<br> I read a bit of Petar Velickovic's work on topological deep learning and the geometry of GNNs.
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<div class="textFullRight">- July 2025, Updated August 2025</div>
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<br>I'd like to believe I'm moving in the right direction with the feedback systems I'm developing.
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<br>&nbsp;&nbsp; But been further creating other architectures to see how they operate.
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<br>&nbsp;&nbsp;&nbsp;&nbsp; Balance is never reached.
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<br>I've been looking into neural bundles in the brain. There is an implicit "delay" in the flow of information that I'm interested in.
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<br>&nbsp;&nbsp; As signals move between neurons, some connections take a longer path than others to get to the same destination.
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<br>&nbsp;&nbsp;&nbsp;&nbsp; For as much as I interpreted it.
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<br>So, more'n more there are some rather choice words about AI online.
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<br>I then visited the Buddhist monastery in Carmel NY,
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<br>&nbsp;&nbsp; In awe of the multitudes of multitudes of hand-carved buddha statuettes in audience of the massive statue of buddha I pale in comparison before.
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<br>I'd highly suggest visiting the monastery if you ever find yourself in the area!
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<br>May the few not ruin it for those of us trying to explore new horizons.
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<div class="textFullRight">- August 15th,16th 2025</div>
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I'd highly suggest visiting the monastery if you ever find yourself in the area!
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May the few not ruin it for those of us trying to explore new horizons.
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- August 15th,16th 2025

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