A Billion-Dollar Bar for AI Harm. A Scrapped Demo for Everyone Else.

A small studio has canceled a public demo for fear that AI will clone its game, in the same week a leaked AI bill set the bar for government action at more than $1 billion in damages.

The studio is Alliance Arts, and the game is Drunken Goddess Reflux, an upcoming title about surviving a night of drinking with an anime demon. It had planned a public demo for Steam Next Fest on October 19. Polygon reported that it scrapped the demo because it could not monitor whether gameplay footage and streams would respect its publishing restrictions, and because it feared a public build could help others make generative-AI clones ^[1].

The bill is a confidential draft that Politico obtained and PC Gamer described on October 18. It is attributed to Anthropic and was reportedly pitched to US lawmakers ^[2]. This is my view of what the two stories add up to: the draft is not wrong to aim high, but it shows how far the people who write AI rules sit from the people who already live with AI's smaller harms.

What the draft says

As PC Gamer describes it, the draft would permit government action against a model only when there is a foreseeable, imminent risk of more than $1 billion in damages, or of killing or seriously injuring more than 50 people. The risk would also have to come from one of three sources: a biological weapon, a model evading its developer's controls, or a cyberattack ^[2].

An Anthropic spokesperson told PC Gamer that the bill reflects proposals in the company's Advanced AI Framework, which Anthropic says it has taken to federal and state lawmakers since June. The spokesperson called the policies sensible ^[2].

This is a leak, not law. The draft itself has not been published, and I am relying on PC Gamer's account of Politico's account. Whether any lawmaker has introduced, endorsed or rejected it is not known.

The case for the high bar

Let me grant the draft its best argument, because it has one. Ordering a government to act against an AI model is a drastic tool. A regulator who can pull a model over a rumor or a hunch is a regulator whom every developer will learn to fear and lobby. A narrow trigger keeps the state's heaviest lever for the cases that justify it, and a bioweapon or a runaway cyberattack plainly do.

The draft, as reported, also does not claim that smaller harms are fine. It is a rule about when the government may act against a model. It says nothing, as far as anyone has reported, about game cloning, and it does not stop a developer from seeking other remedies. I will not pretend otherwise, and nobody should read the bill as a verdict on indie studios.

The harm that is already here

Now look at the other end of the scale. Drunken Goddess Reflux had more than 25,000 Steam wishlists, according to Polygon, and is scheduled for release on December 8 ^[1]. A Next Fest demo is about the most valuable thing a game of that size can have. It puts the game in front of players and streamers who might turn 25,000 hopeful clicks into sales.

The studio gave it up. In its place there are closed test sessions, with applications taken through Who You's official Discord server ^[1]. That is a smaller room with fewer eyes. The cost is concrete and already paid.

What the studio fears is the clone. A legal guide from the law firm Reed Smith says AI coding assistants can turn short gameplay clips into playable copies in hours. It adds that clones of indie prototypes have appeared on storefronts within days of footage being posted, sometimes before the original game launched ^[3].

That is a law firm's industry account, not an independent count, and no one has shown that this game has been copied. The fear is the developers' own, and it is the whole reason the demo is gone.

The feeling will be familiar to anyone who makes things. I write my first drafts by hand, and I admit that part of the reason is that nobody has yet found a way to clone a notebook.

For a studio, showing the work is how you build an audience, and showing it is now also how you hand over the blueprint. That is a bad bargain, and the demo is the price of declining it.

Two scales, one table

One figure is a billion dollars. The other is a studio's decision about a public demo. They measure different things and I do not offer them as equals. The point of putting them side by side is to see what each one tells us about who is in the room.

A threshold of more than $1 billion or more than 50 people killed or seriously injured is a number set from the vantage of a frontier AI lab, the kind of company whose people spend their days thinking about the worst a model might do ^[2]. That is a legitimate thing to think about. But it shows whose harms come to mind first when the rules get drafted.

An indie developer weighing a Steam demo is not drafting anything. According to Polygon, the studio gave its reasons and moved to a smaller plan ^[1]. The company behind the bill has been taking its framework to federal and state lawmakers since June ^[2]. One side has a spokesperson and a pitch. The other has a Discord server and an application form.

The usual answer is that the big risks come first and the small ones can wait. That sounds reasonable until you notice that the small ones are not waiting. They are happening now, to people with no lobbyist, and they are being managed by canceling things.

Not one view of AI

It would be convenient to cast game developers as a single camp against AI, and it would be wrong. Reed Smith cites the 2026 GDC State of the Game Industry survey, in which 52% of developers said generative AI was having a negative effect on the industry, while more than a third said they used the tools in their own work ^[3]. The industry is not of one mind about the technology that is making studios nervous.

Platform rules do not settle it either. Reed Smith says Steam's AI disclosure rules focus on player-facing content, and treat it differently from AI tools used during development ^[3]. As the guide describes them, the rules ask what AI put into a game. They do not, on that account, ask what AI might make out of a game once its footage is online. That is my reading of the guide, not a finding about Steam's enforcement, but it points to the gap the studio is standing in.

So the situation is this. The government's proposed trigger, as leaked, is set for catastrophe. The platform's rules look at what goes into a game. And in between, a studio has decided the safest way to show its work is to show less of it.

What I think it means

The leak should not make anyone angry at Anthropic for failing to write a games bill. It was never going to be one. The better complaint is about the process. When a single company can take a confidential draft to lawmakers, and the rest of us learn its terms through a leak, the question of what counts as a serious harm gets answered before most of the people affected know it is being asked.

I would like to see lawmakers, whichever draft they pick up, ask developers like Alliance Arts what an AI-era harm looks like from where they sit. Their answer will not involve a bioweapon. It will involve a clip, a few hours and a storefront listing.

What to watch

Three things. First, whether the draft is published or formally introduced, so its real scope can be checked against the leaked description. Second, whether Anthropic or any lawmaker says anything about economic harms of the cloning kind. Third, whether the closed playtests go ahead, and whether Drunken Goddess Reflux reaches its reported December 8 release unmolested or with a lookalike already waiting ^[1].

A bill that waits for 50 casualties was never going to be the one an indie studio was waiting for.