https://wiki.opensourceecology.org/index.php?action=history&feed=atom&title=Learning_Escape_Velocity 2026-05-02T09:24:29Z Revision history for this page on the wiki MediaWiki 1.39.13 https://wiki.opensourceecology.org/index.php?title=Learning_Escape_Velocity&diff=321273&oldid=prev 2026-03-12T19:45:43Z

<p></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 19:45, 12 March 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l1">Line 1:</td> <td colspan="2" class="diff-lineno">Line 1:</td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>Concept of requiring minimal time to learn a new skill after a broad skill base is already acquired across the fields of design, build, chemistry, physics, computer science, geopolitics, ai, etc. The time scale is on the orders of seconds or minutes.</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>Concept of requiring minimal time to learn a new skill after a broad skill base is already acquired across the fields of design, build, chemistry, physics, computer science, geopolitics, ai, etc. The time scale is on the orders of seconds or minutes<ins style="font-weight: bold; text-decoration: none;">. Thus limit is determined by the bit rate of human knowledge acquisition capacity, which is about 10 bits per second via language and 1M bit per second via visual and spatial learning</ins>.</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br/></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><br/></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Thus obtains from:</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Thus obtains from:</div></td></tr> </table>

Marcin https://wiki.opensourceecology.org/index.php?title=Learning_Escape_Velocity&diff=321272&oldid=prev 2026-03-12T19:43:34Z

<p></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 19:43, 12 March 2026</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l5">Line 5:</td> <td colspan="2" class="diff-lineno">Line 5:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>*[[Pattern Recognition]]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>*[[Pattern Recognition]]</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>*[[Construction Set Approach]]</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>*[[Construction Set Approach]]</div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">*[[Deep Generalist Learning]]</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">*[[AI Assist]] for comprehensive learning</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div><ins style="font-weight: bold; text-decoration: none;">*[[Meaning Driven Focus]] ([[Purpose]])</ins></div></td></tr> </table>

Marcin https://wiki.opensourceecology.org/index.php?title=Learning_Escape_Velocity&diff=321271&oldid=prev 2026-03-12T19:41:33Z

<p>Created page with &quot;Concept of requiring minimal time to learn a new skill after a broad skill base is already acquired across the fields of design, build, chemistry, physics, computer science, geopolitics, ai, etc. The time scale is on the orders of seconds or minutes. Thus obtains from: *<a href="/wiki/Degeneracy" title="Degeneracy">Degeneracy</a> *<a href="/index.php?title=Pattern_Recognition&amp;action=edit&amp;redlink=1" class="new" title="Pattern Recognition (page does not exist)">Pattern Recognition</a> *<a href="/wiki/Construction_Set_Approach" class="mw-redirect" title="Construction Set Approach">Construction Set Approach</a>&quot;</p> <p><b>New page</b></p><div>Concept of requiring minimal time to learn a new skill after a broad skill base is already acquired across the fields of design, build, chemistry, physics, computer science, geopolitics, ai, etc. The time scale is on the orders of seconds or minutes.<br /> <br /> Thus obtains from:<br /> *[[Degeneracy]]<br /> *[[Pattern Recognition]]<br /> *[[Construction Set Approach]]</div>

Marcin