The $28 Million Misdemeanor That Inspired Estonia’s AI “Fuckup Finder”

Estonian AI shame he started with one wrong word.

In December, Estonia’s parliament, the Riigikogu, approved changes to the country’s Gambling Tax Act to reduce the tax burden on remote gamblers. But the wording of the law only referred to “games of skill” for that year, not games of chance or remote gambling. Estonia’s total gambling industry is worth around €300 million ($343 million), and its online gambling market is one of the fastest growing in the EU.

This one mistake meant that the online casino was accidentally left out of tax for a whole year, losing the government €24 million ($27.4 million) year in gambling money.

The offense was seen by the legal counsel of the gambler. But the embarrassment grew when Luukas Ilves, the former undersecretary for digital transformation, ran the law through Claude and Gemini. All AI systems, Ilves said, immediately recognized the discrepancy.

Within hours, Ilves had created a similar device – called Apsakalidja, or “Fuckup Finder”-which can pull bills from the Riigikogu website and flag problems such as broken references, conflicting terms, mathematical errors, and impossible dates. It classifies these problems as high, medium, or low risk – of the 112 billions listed here, 102 are high risk. One example shown on Fuckup Finder shows the opposite word for word of arrangement. Ilves though they showed it on National TVto the surprise of the landlord.

The mistake was embarrassing—and led to a public disclosure. “This showed that AI can be of great help,” Estonian Prime Minister Kristen Michal told WIRED. “And – in the form of a vibe-coded platform to look at the laws that were created in response to this incident – we saw an example of how social media can empower organizations and citizens.”

So Estonia doubled the use of AI in the government. In January, Michal he encouraged The country can use tools such as Apsakaleidja to write laws preemptively to find and fix violations. He started Eesti.ai program was created to support Estonians in the use of AI, with the goal of increasing productivity in the country by 2035. Among the consultants of Eesti.ai are the founder of Bolt Markus Villig and Ilves, creators of Fuckup Finder.

Then, in April, the country’s parliament received it from the government a law that gave governments and local governments the freedom to use digital solutions, including AI, to improve operations. The bill is currently going through the legislature, which is debating any amendments it may introduce, with the goal of becoming law. In June, Michal told Eesti.ai meet that, if things go according to plan, “Estonia will be the first country in the world to create digital identities for AI assistants.”

“This is a new area for the public sector,” Michal told WIRED. “It takes courage and the ability to adapt as technology changes.” Estonia is better placed than most countries to adapt to the changes: It has led the way in integrating digital information because it is the first digital country, while 99 percent of government services are already online, Michal says. Estonia is considered an example of how to run a modern digital-like country WIRED was first created ten years ago. This laid the foundation for easy adoption of AI. “Those funds now allow us to move faster and more confidently into the AI ​​era,” he explains.

Catherine Flick, who researches ethics at Staffordshire University, says the fallacy of the gambling tax raises an important question: “Why aren’t people doing this as part of a policy reform process?” He says. “At some point somebody has to sit down and read everything, and understand what’s going on and everything, to make sure it’s a good law.”