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    <title>Multiplicity — All posts</title>
    <link>https://multiplicity.dev/</link>
    <description>All writing and tableau from Multiplicity by David M. Cole.</description>
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    <lastBuildDate>Thu, 21 May 2026 12:00:00 GMT</lastBuildDate>
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      <title>Magnificent humanity.</title>
      <link>https://multiplicity.dev/tableau/#2026-05-21-ai-labor-security</link>
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      <description><![CDATA[<p>Magnificent humanity.</p>
<p><a href="https://www.gov.ca.gov/2026/05/21/governor-newsom-signs-first-of-its-kind-executive-order-to-prepare-workers-and-businesses-for-potential-ai-disruption/">Governor of California, May 21, 2026</a></p>
<p><a href="https://www.nytimes.com/2026/05/19/business/china-ai-unemployment.html">New York Times, May 19, 2026</a></p>
<p><a href="https://www.vatican.va/content/leo-xiv/en/encyclicals/documents/20260515-magnifica-humanitas.html">Pope Leo XIV, May 15, 2026</a></p>
<p><img src="https://multiplicity.dev/images/tableau/2026-05-21-ai-labor-security.webp" alt="A wide editorial illustration of a bi-national workforce-transition office, rendered as a single hall split between California and China. On the back wall above a central atrium hangs a stylized seal of an AI sun with circuit rays. To the left, a large screen carries a California broadcast: Governor Newsom at a podium with the state flag, captioned &quot;AI layoffs: California prepares worker transition&quot; and &quot;Executive Order on AI Disruption and Workers — May 21, 2026.&quot; To the right, a parallel Chinese broadcast: a state official addressing microphones, captioned &quot;人工智能裁员潮：加强劳动者保护&quot; (AI layoff wave: strengthen worker protections). On the floor, two service counters face each other. The California desk holds binders labeled &quot;Workforce Transition,&quot; &quot;Reemployment Services,&quot; &quot;Displacement Support,&quot; alongside a job-training booklet and a severance packet; the Chinese desk holds parallel red and gold folders marked &quot;就业培训&quot; (job training) and &quot;经济补偿&quot; (economic compensation), beside an identity scanner. Applicants sit with backs to the viewer, pay stubs and ID badges in hand. Between the two counters, a central atrium opens onto a future-city skyline with service robots and public kiosks. Windows frame the California State Capitol on one side and a Chinese cityscape with a pagoda on the other." /></p>]]></description>
      <pubDate>Thu, 21 May 2026 12:00:00 GMT</pubDate>
      <media:content url="https://multiplicity.dev/images/tableau/2026-05-21-ai-labor-security.webp" medium="image" width="1672" height="941" type="image/webp">
        <media:description>A wide editorial illustration of a bi-national workforce-transition office, rendered as a single hall split between California and China. On the back wall above a central atrium hangs a stylized seal of an AI sun with circuit rays. To the left, a large screen carries a California broadcast: Governor Newsom at a podium with the state flag, captioned &quot;AI layoffs: California prepares worker transition&quot; and &quot;Executive Order on AI Disruption and Workers — May 21, 2026.&quot; To the right, a parallel Chinese broadcast: a state official addressing microphones, captioned &quot;人工智能裁员潮：加强劳动者保护&quot; (AI layoff wave: strengthen worker protections). On the floor, two service counters face each other. The California desk holds binders labeled &quot;Workforce Transition,&quot; &quot;Reemployment Services,&quot; &quot;Displacement Support,&quot; alongside a job-training booklet and a severance packet; the Chinese desk holds parallel red and gold folders marked &quot;就业培训&quot; (job training) and &quot;经济补偿&quot; (economic compensation), beside an identity scanner. Applicants sit with backs to the viewer, pay stubs and ID badges in hand. Between the two counters, a central atrium opens onto a future-city skyline with service robots and public kiosks. Windows frame the California State Capitol on one side and a Chinese cityscape with a pagoda on the other.</media:description>
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      <title>The White House is considering a formal government review process for new A.I. models before they are publicly released.</title>
      <link>https://multiplicity.dev/tableau/#2026-05-06-vetting</link>
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      <description><![CDATA[<p>The White House is considering a formal government review process for new A.I. models before they are publicly released.</p>
<p><a href="https://www.nytimes.com/2026/05/04/technology/trump-ai-models.html">New York Times, May 4, 2026</a></p>
<p><img src="https://multiplicity.dev/images/tableau/2026-05-06-vetting.webp" alt="A press conference at a fictional Office of AI Readiness, framed by a National Upgrade Council seal. Wall displays show a &quot;Societal Readiness Index&quot; of 61 and a &quot;Probability of Next Release&quot; chart with quarterly windows. The chair, behind a nameplate reading AI Chair, says &quot;We will release the next model when society is ready for the upgrade.&quot; Reporters murmur &quot;Markets expect an upgrade by Q3,&quot; &quot;That’s the consensus,&quot; and &quot;We’re still inside the quiet period.&quot;" /></p>]]></description>
      <pubDate>Wed, 06 May 2026 12:00:00 GMT</pubDate>
      <media:content url="https://multiplicity.dev/images/tableau/2026-05-06-vetting.webp" medium="image" width="1672" height="941" type="image/webp">
        <media:description>A press conference at a fictional Office of AI Readiness, framed by a National Upgrade Council seal. Wall displays show a &quot;Societal Readiness Index&quot; of 61 and a &quot;Probability of Next Release&quot; chart with quarterly windows. The chair, behind a nameplate reading AI Chair, says &quot;We will release the next model when society is ready for the upgrade.&quot; Reporters murmur &quot;Markets expect an upgrade by Q3,&quot; &quot;That’s the consensus,&quot; and &quot;We’re still inside the quiet period.&quot;</media:description>
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      <title>How unexpected to be alive at the dawn of AI.</title>
      <link>https://multiplicity.dev/tableau/#2026-04-25-dawn-of-ai</link>
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      <description><![CDATA[<p>How unexpected to be alive at the dawn of AI.</p>

<p><img src="https://multiplicity.dev/images/tableau/2026-04-25-dawn-of-ai.webp" alt="A futuristic riverside city scene where an older man on a bench says, &quot;They promised us flying cars.&quot; A nearby assistant replies, &quot;You’re right. Would you like me to book a self-driving car instead?&quot; A young woman’s smart glasses overlay a satellite-internet readout of the skyline labeled CRYSTAL VIEW, while a small figure with a cardboard-box head climbs a wall in the background under graffiti reading &quot;observe change.&quot;" /></p>]]></description>
      <pubDate>Sat, 25 Apr 2026 12:00:00 GMT</pubDate>
      <media:content url="https://multiplicity.dev/images/tableau/2026-04-25-dawn-of-ai.webp" medium="image" width="1672" height="941" type="image/webp">
        <media:description>A futuristic riverside city scene where an older man on a bench says, &quot;They promised us flying cars.&quot; A nearby assistant replies, &quot;You’re right. Would you like me to book a self-driving car instead?&quot; A young woman’s smart glasses overlay a satellite-internet readout of the skyline labeled CRYSTAL VIEW, while a small figure with a cardboard-box head climbs a wall in the background under graffiti reading &quot;observe change.&quot;</media:description>
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      <title>A machine that says sorry</title>
      <link>https://multiplicity.dev/papers/a-machine-that-says-sorry/</link>
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      <description><![CDATA[Anthropomorphic AI gives us familiar but flawed controls. The current risk is less that users believe the machine is sentient and more that the interface cues the wrong repertoire.]]></description>
      <pubDate>Thu, 23 Apr 2026 12:00:00 GMT</pubDate>
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      <title>The field that taught machines to learn</title>
      <link>https://multiplicity.dev/papers/the-field-that-taught-machines-to-learn/</link>
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      <description><![CDATA[Behavior analysis, artificial intelligence, and the cost of not building. Reinforcement learning traces back to Thorndike and Skinner. The people building modern AI know this. Behavior analysis has not made that lineage central to its own account of AI — and outsiders are building the measurement layer around autism care without it.]]></description>
      <pubDate>Fri, 17 Apr 2026 12:00:00 GMT</pubDate>
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