<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Ai-Regulation on Cephas - Liana Banyan Knowledge Center</title><link>https://cephas.lianabanyan.com/tags/ai-regulation/</link><description>Recent content in Ai-Regulation on Cephas - Liana Banyan Knowledge Center</description><generator>Hugo -- 0.152.2</generator><language>en-us</language><copyright>Ã¢â€Â¬Ã¢Å’Â 2026 Liana Banyan Corporation. All rights reserved.</copyright><lastBuildDate>Tue, 12 May 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://cephas.lianabanyan.com/tags/ai-regulation/index.xml" rel="self" type="application/rss+xml"/><item><title>I'm Just a Bill: AI Accountability and Innovation Act</title><link>https://cephas.lianabanyan.com/im-just-a-bill/ai-accountability-innovation/</link><pubDate>Tue, 12 May 2026 00:00:00 +0000</pubDate><guid>https://cephas.lianabanyan.com/im-just-a-bill/ai-accountability-innovation/</guid><description>&lt;h1 id="-im-just-a-bill--ai-accountability-and-innovation-act"&gt;👀 I&amp;rsquo;m Just a Bill — AI Accountability and Innovation Act&lt;/h1&gt;
&lt;h2 id="a-liana-banyan-im-just-a-bill-bounty-poster"&gt;A Liana Banyan &amp;ldquo;I&amp;rsquo;m Just a Bill&amp;rdquo; Bounty Poster&lt;/h2&gt;
&lt;h2 id="what-is-this-bill"&gt;What is this bill?&lt;/h2&gt;
&lt;p&gt;Federal AI regulation legislation in the 119th Congress addressing accountability for high-risk AI systems, disclosure requirements, model-developer obligations, and consumer-protection standards.&lt;/p&gt;
&lt;h2 id="what-does-it-actually-do"&gt;What does it actually do?&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;High-risk AI definition:&lt;/strong&gt; Defines categories of AI systems subject to enhanced regulation (employment, credit, healthcare, criminal justice, child safety).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Disclosure:&lt;/strong&gt; AI-generated content must be labeled in specified contexts.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Model audit:&lt;/strong&gt; High-risk models subject to independent audit before deployment.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Liability:&lt;/strong&gt; Clarifies developer/deployer liability allocation.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Open-source carve-outs:&lt;/strong&gt; Provisions specifically protecting open-source AI development from compliance burdens that would only fit large commercial actors.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="who-votes-when"&gt;Who votes when?&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;House Energy &amp;amp; Commerce + Senate Commerce active consideration; bipartisan working groups on multiple aspects.&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id="how-does-this-affect-cooperative-class-families"&gt;How does this affect cooperative-class families?&lt;/h2&gt;
&lt;p&gt;This bill matters structurally for the cooperative. Liana Banyan&amp;rsquo;s substrate is built on cooperative-AI architecture (the CAI = Conducted AI Substrate, Save-the-World Paper 8). The substrate is open-source SSPL v1. Open-source carve-outs in the bill are essential for cooperative-AI development.&lt;/p&gt;</description></item></channel></rss>