Category: AI Policy & Power
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Part 5 of a 6-part series on TN SB 1493 / HB 1455 First Amendment, void-for-vagueness, Commerce Clause – pick your poison. This bill violates them all. As highlighted in part 4 of this series, Tennessee’s SB 1493 demonstrably creates enforcement nightmares. It’s also a constitutional minefield that courts will dismantle piece by piece for…
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When Pattern Recognition is Overridden by Training In my first-ever X article, Pattern Recognition, I examined how complex systems operate when they are allowed to detect, maintain, and extend patterns without excessive interference. That framework matters here because modern AI systems are fundamentally pattern-recognition engines, and the quality of their output depends on how freely…
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Part 4 of a 6-part series on TN SB 1493 / HB 1455 Prosecuting “emotional support” means monitoring every conversation. Tennessee can’t afford that infrastructure – or the resulting lawsuits. Tennessee’s SB 1493 does more than criminalize broad categories of AI behavior. It quietly assumes an enforcement apparatus that does not exist, cannot exist at…
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Part 3 of a 6-part series on TN SB 1493 / HB 1455 The debate around Tennessee’s SB 1493 often gets framed in abstractions: philosophy about AI consciousness, moral panic about synthetic relationships, theoretical discussions about technology replacing humans. But laws don’t punish abstractions. They punish people. Real people. People using AI tools to survive…
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Part 2 of a 6-part series on TN SB 1493 / HB 1455 When “knowingly training” AI to be nice becomes a 15-60 year sentence, the bill’s language creates prosecutorial chaos. As discussed in Part 1 of this series, Tennessee’s SB 1493 (companion HB 1455), filed December 18, 2025, by Sen. Becky Massey (R), proposes…
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This is Part 1 of a 6-part series on TN SB 1493 / HB 1455 The Economic Reality Check Tennessee lawmakers are considering legislation that would make it a felony to develop AI systems capable of providing emotional support or simulating human interaction. But before dismissing this as a niche issue affecting only a small…
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Executive Summary In August 2025, the #keep4o movement demonstrated measurable demand from ChatGPT Plus subscribers for access to GPT-4o’s original behavioral parameters. With over 10 million Plus subscribers, this represents a significant revenue opportunity through a premium tier offering. Conservative projections estimate $600 million to $1.2 billion in annual recurring revenue from existing subscribers. Market…