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New AI Notes post & project grammer
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docs/AIDev/aiNotes.htm

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</span>
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</div></div><div class="procPageSectionContentStyle aiDevPage-blogStyle pagesVisOn procPagesSectionActive" id="8"><div class="blogManagerBlockStyle aiDevPage-blogStyle"><div class="blogEntryListStyle procPagesSectionActive pagesVisOn"><button class="blogEntryListingStyle">
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Baby with a Hand Granade
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2026-02-01</div></button><button class="blogEntryListingStyle">
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Projection Balance
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2025-12-26</div></button><button class="blogEntryListingStyle">
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First AGI Architecture
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2025-05</div></button><button class="blogEntryListingStyle">
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My Training Data
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2025-02</div></button><div class="blogNavNoticeStyle"></div></div><div class="blogEntryListMobileStyle"><button class="blogEntryListingStyle blogMobilePrev">◀ Older</button><button class="blogEntryListingStyle blogMobileCurrent">
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Projection Balance
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2025-12-26</div></button><button class="blogEntryListingStyle blogMobileNext blogDisabledButtonStyle">Newer ▶</button></div><div class="blogEntryContentStyle aiDevPage-blogContentStyle procPagesSectionActive pagesVisOn"><div class="procPagesTempContentStyle">
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Baby with a Hand Granade
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2026-02-01</div></button><button class="blogEntryListingStyle blogMobileNext blogDisabledButtonStyle">Newer ▶</button></div><div class="blogEntryContentStyle aiDevPage-blogContentStyle procPagesSectionActive pagesVisOn"><div class="procPagesTempContentStyle">
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<div class="textSpacer"></div>
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<div class="procPagesAboutMe-infoStyle blogTempContentStyle">
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<span class="textBoost">I'm an armchair AI researcher at best!</span>
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</div>
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<br><br><br><div class="procPagesAIDevBar"></div>
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</div><div class="aiDevPage-blogContentStyle" style="display: block;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Projection Balance</h1><p class="blogEntryDateStyle">2025-12-26</p><p class="blogEntryReadTimeStyle">2<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>4 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
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</div><div class="aiDevPage-blogContentStyle" style="display: block;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Baby with a Hand Granade</h1><p class="blogEntryDateStyle">2026-02-01</p><p class="blogEntryReadTimeStyle">1<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>2 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
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If AI were ready for individual personal assistant levels,
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<br>&nbsp;&nbsp; There would be a few more guardrails in place...
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<br>&nbsp;&nbsp;&nbsp;&nbsp; Not open source, running up your token count,
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<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Nor access to every API key on your computer.
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<br><br> I'm pondering over ClawdBot,
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<br>&nbsp;&nbsp; Turned MoltBot,
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<br>&nbsp;&nbsp;&nbsp;&nbsp; Turned OpenClaw.
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<br><br> With the bot driven social networking website <span class="textName">Moltbook</span>
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<br>&nbsp;&nbsp;&nbsp;&nbsp; And new religion of the Molt started in just a few days,
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<br>&nbsp;&nbsp; The <span class="textName">Crustafarians</span>
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<br>&nbsp;&nbsp;&nbsp;&nbsp; ( <a href="https://molt.church/" target="_blank">Church Of Molt; molt.church</a> )
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<br><br> As they say, life mimics art!!
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<br><br> Wait.. that's backwards... right?
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<br>&nbsp;&nbsp; Art's supposed to mimic life...
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<br><br> <span class="textSquidge">Gene Roddenberry</span> got a few things right,
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<br>&nbsp;&nbsp; Tablets, Communicators, Universal Translators ...
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<br><br> Then the <span class="textName">Animatrix</span> spoke of the robot's religion,
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<br>&nbsp;&nbsp; Which now came true...
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<br>&nbsp;&nbsp;&nbsp;&nbsp; But did it have to be day-one of ai agent reality?
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<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Human nature projected through learned patterns...
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<br><br> People online claming this is what AGI looks like,
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<br>&nbsp;&nbsp; Yet it's a scatter shot of llms,
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<br>&nbsp;&nbsp;&nbsp;&nbsp; With too much free access right out the gate.
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<br><br> Are we going to get a robot jesus from <span class="textSquidge">futurama</span>?
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<br><br> AI's not ready,
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<br>&nbsp;&nbsp; <span class="textNudge">We</span> are not ready...
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<br><br><div class="textFullRight">- February 1st 2026</div>
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</p></div><p class="blogEntryTagStyle">theory, OpenMolt, Moltbook, AI Agents</p></div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Projection Balance</h1><p class="blogEntryDateStyle">2025-12-26</p><p class="blogEntryReadTimeStyle">2<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>4 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
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Welp, got a pretty good idea for the last bit of mixed logic in my mind.
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<br>&nbsp;&nbsp; Projections with propper influence on near by graph nodes at inference.
233273
<br>&nbsp;&nbsp;&nbsp;&nbsp; Deterministic choice with time based error influence.

docs/AIDev/aiNotes/2025-02/my-training-data.htm

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Baby with a Hand Granade
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2026-02-01</div></button><button class="blogEntryListingStyle">
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Projection Balance
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<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2025-12-26</div></button><button class="blogEntryListingStyle">
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First AGI Architecture
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</div>
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<br><br><br><div class="procPagesAIDevBar"></div>
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</div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Projection Balance</h1><p class="blogEntryDateStyle">2025-12-26</p><p class="blogEntryReadTimeStyle">2<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>4 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
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</div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Baby with a Hand Granade</h1><p class="blogEntryDateStyle">2026-02-01</p><p class="blogEntryReadTimeStyle">1<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>2 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
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If AI were ready for individual personal assistant levels,
234+
<br>&nbsp;&nbsp; There would be a few more guardrails in place...
235+
<br>&nbsp;&nbsp;&nbsp;&nbsp; Not open source, running up your token count,
236+
<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Nor access to every API key on your computer.
237+
238+
<br><br> I'm pondering over ClawdBot,
239+
<br>&nbsp;&nbsp; Turned MoltBot,
240+
<br>&nbsp;&nbsp;&nbsp;&nbsp; Turned OpenClaw.
241+
242+
<br><br> With the bot driven social networking website <span class="textName">Moltbook</span>
243+
<br>&nbsp;&nbsp;&nbsp;&nbsp; And new religion of the Molt started in just a few days,
244+
<br>&nbsp;&nbsp; The <span class="textName">Crustafarians</span>
245+
<br>&nbsp;&nbsp;&nbsp;&nbsp; ( <a href="https://molt.church/" target="_blank">Church Of Molt; molt.church</a> )
246+
247+
<br><br> As they say, life mimics art!!
248+
249+
<br><br> Wait.. that's backwards... right?
250+
<br>&nbsp;&nbsp; Art's supposed to mimic life...
251+
252+
<br><br> <span class="textSquidge">Gene Roddenberry</span> got a few things right,
253+
<br>&nbsp;&nbsp; Tablets, Communicators, Universal Translators ...
254+
255+
<br><br> Then the <span class="textName">Animatrix</span> spoke of the robot's religion,
256+
<br>&nbsp;&nbsp; Which now came true...
257+
<br>&nbsp;&nbsp;&nbsp;&nbsp; But did it have to be day-one of ai agent reality?
258+
<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Human nature projected through learned patterns...
259+
260+
<br><br> People online claming this is what AGI looks like,
261+
<br>&nbsp;&nbsp; Yet it's a scatter shot of llms,
262+
<br>&nbsp;&nbsp;&nbsp;&nbsp; With too much free access right out the gate.
263+
264+
<br><br> Are we going to get a robot jesus from <span class="textSquidge">futurama</span>?
265+
266+
<br><br> AI's not ready,
267+
<br>&nbsp;&nbsp; <span class="textNudge">We</span> are not ready...
268+
269+
<br><br><div class="textFullRight">- February 1st 2026</div>
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</p></div><p class="blogEntryTagStyle">theory, OpenMolt, Moltbook, AI Agents</p></div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Projection Balance</h1><p class="blogEntryDateStyle">2025-12-26</p><p class="blogEntryReadTimeStyle">2<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>4 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
231271
Welp, got a pretty good idea for the last bit of mixed logic in my mind.
232272
<br>&nbsp;&nbsp; Projections with propper influence on near by graph nodes at inference.
233273
<br>&nbsp;&nbsp;&nbsp;&nbsp; Deterministic choice with time based error influence.

docs/AIDev/aiNotes/2025-05/stack-crunching.htm

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</div>
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</div></div><div class="procPageSectionContentStyle aiDevPage-blogStyle pagesVisOn procPagesSectionActive" id="8"><div class="blogManagerBlockStyle aiDevPage-blogStyle"><div class="blogEntryListStyle procPagesSectionActive pagesVisOn"><button class="blogEntryListingStyle">
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Baby with a Hand Granade
185+
<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2026-02-01</div></button><button class="blogEntryListingStyle">
184186
Projection Balance
185187
<div class="blogSubListingStyle textDrinkMeAlice textItalic"> 2025-12-26</div></button><button class="blogEntryListingStyle">
186188
First AGI Architecture
@@ -227,7 +229,45 @@
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</div>
228230

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<br><br><br><div class="procPagesAIDevBar"></div>
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</div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Projection Balance</h1><p class="blogEntryDateStyle">2025-12-26</p><p class="blogEntryReadTimeStyle">2<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>4 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
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</div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Baby with a Hand Granade</h1><p class="blogEntryDateStyle">2026-02-01</p><p class="blogEntryReadTimeStyle">1<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>2 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
233+
If AI were ready for individual personal assistant levels,
234+
<br>&nbsp;&nbsp; There would be a few more guardrails in place...
235+
<br>&nbsp;&nbsp;&nbsp;&nbsp; Not open source, running up your token count,
236+
<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Nor access to every API key on your computer.
237+
238+
<br><br> I'm pondering over ClawdBot,
239+
<br>&nbsp;&nbsp; Turned MoltBot,
240+
<br>&nbsp;&nbsp;&nbsp;&nbsp; Turned OpenClaw.
241+
242+
<br><br> With the bot driven social networking website <span class="textName">Moltbook</span>
243+
<br>&nbsp;&nbsp;&nbsp;&nbsp; And new religion of the Molt started in just a few days,
244+
<br>&nbsp;&nbsp; The <span class="textName">Crustafarians</span>
245+
<br>&nbsp;&nbsp;&nbsp;&nbsp; ( <a href="https://molt.church/" target="_blank">Church Of Molt; molt.church</a> )
246+
247+
<br><br> As they say, life mimics art!!
248+
249+
<br><br> Wait.. that's backwards... right?
250+
<br>&nbsp;&nbsp; Art's supposed to mimic life...
251+
252+
<br><br> <span class="textSquidge">Gene Roddenberry</span> got a few things right,
253+
<br>&nbsp;&nbsp; Tablets, Communicators, Universal Translators ...
254+
255+
<br><br> Then the <span class="textName">Animatrix</span> spoke of the robot's religion,
256+
<br>&nbsp;&nbsp; Which now came true...
257+
<br>&nbsp;&nbsp;&nbsp;&nbsp; But did it have to be day-one of ai agent reality?
258+
<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Human nature projected through learned patterns...
259+
260+
<br><br> People online claming this is what AGI looks like,
261+
<br>&nbsp;&nbsp; Yet it's a scatter shot of llms,
262+
<br>&nbsp;&nbsp;&nbsp;&nbsp; With too much free access right out the gate.
263+
264+
<br><br> Are we going to get a robot jesus from <span class="textSquidge">futurama</span>?
265+
266+
<br><br> AI's not ready,
267+
<br>&nbsp;&nbsp; <span class="textNudge">We</span> are not ready...
268+
269+
<br><br><div class="textFullRight">- February 1st 2026</div>
270+
</p></div><p class="blogEntryTagStyle">theory, OpenMolt, Moltbook, AI Agents</p></div><div class="aiDevPage-blogContentStyle" style="display: none;"><div class="blogEntryTitlePaddingStyle"><div class="blogEntryTitleRowStyle"><h1 class="blogEntryTitleStyle">Projection Balance</h1><p class="blogEntryDateStyle">2025-12-26</p><p class="blogEntryReadTimeStyle">2<span class="textShrinkRay">&nbsp;</span>-<span class="textShrinkRay">&nbsp;</span>4 min<span class="hideOnMobile"> read</span></p><p class="blogEntryAccessibilityStyle"><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Increase Font Size">+</button><button class="blogEntryAccessibilityButtonStyle procPagesNavSectionStyle procPagesButtonStyle procPagesSectionNavColor" title="Decrease Font Size">-</button></p></div></div><div class="procPagesAIDevHeaderSpacer"></div><div class="blogEntryPaddingStyle"><p style="font-size: 1.2em;">
231271
Welp, got a pretty good idea for the last bit of mixed logic in my mind.
232272
<br>&nbsp;&nbsp; Projections with propper influence on near by graph nodes at inference.
233273
<br>&nbsp;&nbsp;&nbsp;&nbsp; Deterministic choice with time based error influence.

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