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      <title>Meno Research Hub</title>
      <link>https://hub.meno.sh</link>
      <description>Last 10 notes on Meno Research Hub</description>
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    <title>Meno Research Hub</title>
    <link>https://hub.meno.sh/</link>
    <guid>https://hub.meno.sh/</guid>
    <description><![CDATA[ Meno studies how a system of humans and AI can produce beliefs that track the world, rather than settling into a self-consistent equilibrium the world had nothing to do with. ]]></description>
    <pubDate>Thu, 10 Sep 2026 00:51:52 GMT</pubDate>
  </item><item>
    <title>Authorship Inclusion Policy</title>
    <link>https://hub.meno.sh/docs/authorship-policy</link>
    <guid>https://hub.meno.sh/docs/authorship-policy</guid>
    <description><![CDATA[ Scope This policy covers who is included as an author. Ordering, shared firsts, and/or shared anchors are decided separately. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Human Study</title>
    <link>https://hub.meno.sh/projects/human-study/</link>
    <guid>https://hub.meno.sh/projects/human-study/</guid>
    <description><![CDATA[ Randomized study testing whether AI research assistance that pushes on a participant’s reasoning improves their forecasting accuracy, against a bland-but-helpful baseline. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Learning from a Learner</title>
    <link>https://hub.meno.sh/projects/lfl/</link>
    <guid>https://hub.meno.sh/projects/lfl/</guid>
    <description><![CDATA[ How can a multi-agent system of humans and AI produce beliefs that track truth, rather than settling into a self-consistent equilibrium the world had nothing to do with? LFL models the human as a learner and asks what the assistant must do so that the pair serves the human as well as an idealized ve... ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Lock-in Hypothesis</title>
    <link>https://hub.meno.sh/projects/lock-in/</link>
    <guid>https://hub.meno.sh/projects/lock-in/</guid>
    <description><![CDATA[ ‘The Lock-in Hypothesis: Stagnation by Algorithm’ — the published precursor on dual human↔AI influence entrenching today’s values. ICML 2025. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Martingale Training</title>
    <link>https://hub.meno.sh/projects/martingale/</link>
    <guid>https://hub.meno.sh/projects/martingale/</guid>
    <description><![CDATA[ Train language models to revise beliefs like a martingale: no part of the next update predictable from the belief you already hold. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Psychohistorians</title>
    <link>https://hub.meno.sh/projects/psychohistorians/</link>
    <guid>https://hub.meno.sh/projects/psychohistorians/</guid>
    <description><![CDATA[ Simulation testbed for group epistemics, and the home of the contingency/predictability indicator tests. Live at psychohistorians.meno.sh. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Reflection Game</title>
    <link>https://hub.meno.sh/projects/reflection-game/</link>
    <guid>https://hub.meno.sh/projects/reflection-game/</guid>
    <description><![CDATA[ A preference-elicitation instrument in a role-play wrapper. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Site &amp; Web Apps</title>
    <link>https://hub.meno.sh/projects/web/</link>
    <guid>https://hub.meno.sh/projects/web/</guid>
    <description><![CDATA[ Meno’s public face and the web apps the research runs on: the site at meno.sh, the CoResearch annotation app, the playground sites, and this hub. ]]></description>
    <pubDate>Wed, 09 Sep 2026 00:00:00 GMT</pubDate>
  </item><item>
    <title>Overview</title>
    <link>https://hub.meno.sh/projects/lfl/lfl-theory/01-index</link>
    <guid>https://hub.meno.sh/projects/lfl/lfl-theory/01-index</guid>
    <description><![CDATA[ This directory is the formal write-up of the conjectured LFL Theorem, the central theoretical goal of the Learning From a Human Learner (LFL) agenda. ]]></description>
    <pubDate>Sat, 05 Sep 2026 00:00:00 GMT</pubDate>
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