Free Systems (@freesystemslab) header
Free Systems (@freesystemslab) profile picture

A research lab studying politics in the age of superintelligence. Based at Stanford GSB & Hoover Institution contact: fsystems@stanford.edu

Stanford University
Joined June 2026
📰 New research: Inside AI’s election news diet What news does AI read to get up to speed on politics? And what kind of news does it reward? Following interesting recent commentary on our Japan election study from @mattyglesias, @JerusalemDemsas and @TheStalwart, we ran a bigger test on the US midterms across 35 Senate races, 18 days, and 15,750 answers. What we found: - Each model has its own favorite news outlet for political news: AP for GPT, Yahoo for Claude, PBS for Gemini, and NYT for Grok. - GPT tends to behave like a civic guide (reading more election office and campaign sites), whereas Claude behaves more like a news summarizer (reading national news, Wikipedia, polls). - Grok draws on X and Gemini on YouTube for political information, far more than the other models we studied. Gemini cites YouTube in 55% of its answers and X shows up in 59% of Grok’s. - A huge share of AI's local news is provided by large nonprofit networks that very few people will have heard of. States Newsroom, a large network of over 40 local newsrooms, appears in 60% of GPT’s answers. - For many models, prediction markets are now a go-to source for polling information. Kalshi is cited more by Claude than any poll aggregator. Full study here: freesystems.substack.com/p/i…
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Our very own @ahall_research sat down with @jasminewsun for a conversation on where public opinion on AI is heading, how AI policy issues fared in the midterms, and how frontier labs are navigating this intersection!
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Check out our Japanese voting study analyzed (alongside Nathan Fielder) in this week's @TheArgumentMag episode with @JerusalemDemsas and @mattyglesias. More to come next week as we applied these lessons to studying the midterms. youtu.be/EvuphTERpmA?t=3050
Is “You Can See Everything” really a documentary? Are dramatizations like “The Dropout” and “The Social Network” lying to you? This week, @JerusalemDemsas and @mattyglesias debate these questions and more in our spoiler-filled episode: youtube.com/watch?v=EvuphTER…
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Join us at 1pm as we Monitor The Midterms with @MTSlive @danmthomp will be on to discuss our findings on how voters used AI to learn about the midterms, and what sort of information they got back
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Free Systems retweeted
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Among voters who have used an AI chatbot for the midterms, the most common uses were polling (39%), which candidates were on their own ballot (39%) and how to vote and register (38%). 21% say they asked it who to vote for.
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A quarter of US registered voters say they have used an AI chatbot to find information about the 2026 midterms. Use falls steeply with age, from 48% of 18–24-year-olds to 8% of those 65 and over, and barely differs by party.
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Explaining our automated ad agency experiment, but it's Mad Men
Could an AI run a political ad agency on its own? How might that impact our political information environment? To find out, @eigenstuffs gave four AI models their own advertising agencies, $100 a week, and one job: win subscribers to our AI & politics newsletter through Instagram ads. The task required them to do real political work well: understanding an audience, crafting persuasive messages, coordinating teams of AI agents, and learning from real results - all while navigating Meta’s rules. What happened: - They got more efficient. By week four, they attracted nearly three times as many subscribers as in week one, at less than half the cost per subscriber. - They herded. Once one agency found a cheaper route to subscribers, the others followed which flattened out their distinctive strategic insight - Their political messaging shifted. Research findings gave way to broader appeals about power, control and whose interests AI serves, and their deliberations increasingly sounded like ad executives Read the full piece and check out the ads they created here: freesystems.substack.com/p/b…
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Could an AI run a political ad agency on its own? How might that impact our political information environment? To find out, @eigenstuffs gave four AI models their own advertising agencies, $100 a week, and one job: win subscribers to our AI & politics newsletter through Instagram ads. The task required them to do real political work well: understanding an audience, crafting persuasive messages, coordinating teams of AI agents, and learning from real results - all while navigating Meta’s rules. What happened: - They got more efficient. By week four, they attracted nearly three times as many subscribers as in week one, at less than half the cost per subscriber. - They herded. Once one agency found a cheaper route to subscribers, the others followed which flattened out their distinctive strategic insight - Their political messaging shifted. Research findings gave way to broader appeals about power, control and whose interests AI serves, and their deliberations increasingly sounded like ad executives Read the full piece and check out the ads they created here: freesystems.substack.com/p/b…
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Could a public repository of candidate information help AI give voters better answers? Speaking at @StanfordGSB ahead of the midterms, @ahall_research explores how AI could help voters make more informed choices.
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What might political information look like in the age of AGI? Read @TheStalwart's write-up of our Japanese voting study on how the information environment may shape model responses on voting advice. Substack write-up from earlier this year here: freesystems.substack.com/p/a…
Some centrists fantasize that because all LLMs have the ideology of Ezra Klein, that we may be on the doorstep of a great political moderation. I wrote about a fascinating paper from @ahall_research and Sho Miyazaki that, to my mind, opens the door to a very different outcome.
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Free Systems retweeted
Some centrists fantasize that because all LLMs have the ideology of Ezra Klein, that we may be on the doorstep of a great political moderation. I wrote about a fascinating paper from @ahall_research and Sho Miyazaki that, to my mind, opens the door to a very different outcome.
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Free Systems retweeted
Replying to @MTSlive
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How much are candidates spending on AI ahead of the midterms? Our analysis of FEC disbursement data finds that more than half of the 25 biggest-spending midterm campaigns paid an AI company in Q3, up from about a quarter in Q2
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Even the most 'AI-pilled' campaigns are still only spending very little on it. Among campaigns spending $100k+, only one, Alissa Ellman (D, NY-24), put more than 1% of her Q3 spending into AI tools: 3.8%.
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Note on the data: This only counts direct payments to AI companies that campaigns disclose to the FEC. AI bought through consultants and ad firms, or built into other software, doesn’t show up. Research groups such as @wesmediaproject has provided valuable work tracking AI-generated ads this cycle.
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