About the authors – written and conducted by the Talk2EU team
Talk2EU is an independent, volunteer-led platform dedicated to fostering open, informed, and respectful conversations about the United Kingdom’s (UK’s) future relationship with the European Union (EU). We believe that re-engagement with Europe, whether through renegotiation, reform, or rejoining, deserves thoughtful public dialogue grounded in real-world experiences. We aim to provide a space where people from all walks of life may explore the impacts of Brexit; share diverse perspectives; and discuss constructive paths forward together. It is designed to help campaigners, volunteers, and ordinary people have conversations without pejorative connotations.
The Talk2EU team were discussing how best to examine the case for rejoining the EU within a decade. The article started with a simple question:
Could the UK rejoin the EU within ten years? By the end of our investigation, this question had evolved into:
What would Britain have to become to rejoin?
What were the origins of this experiment?
- A follow-up to our original article on Bylines, called ‘Who won the Great AI Debate?’ (3)
- As a follow-up, we wanted to know if it was feasible for the UK to rejoin the EU within a decade.
- The taboo around Brexit finally seems to have lifted, which allows for greater discussion in the media.
Government officials have begun discussing Brexit in the media, and it has become a contentious political topic in recent months. We understand that Brexit is emotionally charged. Rather than stir up those emotions again, we wanted to concentrate on the practical requirements.
So, could the United Kingdom rejoin the EU?
Setting up the debate
To study how the UK could rejoin the EU within a decade, we set up several AI debates.
Within these debates, we set up three roles
- An ‘Advocate’ for the UK rejoining the EU.
- A ‘Gatekeeper’ for the EU, using policy and available frameworks.
- A ‘Judge’ to rule over the outcomes.
Initially, we held a ChatGPT debate (5).
That debate suggested a legal pathway back into the EU existed, but it highlighted issues such as losing the former opt-outs and closer alignment with EU law.
To evaluate whether the findings could be replicated, we incorporated Mistral Vibe for a second debate and later expanded the methodology by incorporating three independent Judges: ChatGPT, Mistral and Claude. The judges were kept separate, so they could not influence each other.
We did not ask the AI for political opinions; instead, we used the systems for adversarial testing. Each side had eight turns to respond directly to challenges, provide evidence, make concessions where appropriate and produce a closing statement.
A limitation of this methodology is that AI models are trained on lots of different, overlapping data types. Comparable conclusions do not automatically suggest independent confirmations. To reduce this, we relied on debate, cross-examination, and evaluation across different AI systems. The findings should be understood as conclusions that survived repeated lines of inquiry, rather than proof of being an objective truth.
The debate discoveries
Whilst we originally asked if the UK could rejoin within a timeframe, each turn exposed different conditions. Gradually, the following conditions were highlighted and stripped away.
The idea that the UK could recover its former opt-outs became difficult to defend. Regulatory independence, EU legal oversight, commitment to the euro currency, and unanimous approval by the member states emerged as significant conditions of any future application. However, despite these barriers, a potential route to accession remained identifiable, and the conditions for rejoining were much clearer. Yet the most meaningful finding was not the pathway itself, but how the questions changed as the debate unfolded.
The discovery we were not looking for
While we had started by asking if rejoining could be achievable within ten years, we ended up asking:
‘What form of member state would Britain need to become to join the EU?’
The debate developed more in terms of:
- Sovereignty
- Constitutional structure
- Legal authority
- Regulatory independence
- National identity
As the debate continued, none of the role agents spent much time discussing Article 49(1), nor did they spend time talking about those accession processes. The discussion concentrated on the main procedures and the practicality of rejoining.
The Advocate role repeatedly had to make concessions because former opt-outs were difficult to defend. The UK’s regulatory independence and autonomy became less important within the Single Market. Therefore, the Charter of Fundamental Rights (CFR) and the Court of Justice of the European Union (CJEU) (4) returned as a topic. Later, the Euro currency adoption also entered the debate.
These hurdles did not derail the debate; instead, they changed the nature of the question asked.
“Sovereignty, authority, and control became more important than the accession process.”
Instead of ‘Could the UK rejoin the EU?’ it became ‘The UK would need to become much more closely aligned with the EU.’ Despite working from opposing positions, both roles converged on many limitations and conditions. The discovery that a pathway survived repeated challenge was one of the investigation’s most significant findings. At that point in the investigation, the debate turned away from accession and became a debate about the future of the UK’s state itself.
What did the judges think?
The Judges disagreed, and the scores were different in each AI.
In ChatGPT, the Advocate was deemed to have succeeded in finding a pathway for accession under Article 49, provided the UK government’s red lines were removed.
In Mistral Vibe, the Gatekeeper was judged to have provided a much better case, showing that feasibility was tough on a ten-year timetable, due to barriers with the institutional and political environments.
In Claude, the Gatekeeper was judged to have provided a better case, but by a narrow margin. It found that the Advocate had identified a legal pathway to rejoin, but had not fully overcome concerns about application, agreement, and institutional difficulties.
While the Judges disagreed on the outcome, they agreed on many of the core findings. They all agreed that Article 49 provides a legal mechanism for membership applications, but the likely prerequisites were the loss of previous opt-outs. They also agreed that all EU member states would need to approve accession, and that obtaining that approval would be uncertain.
ChatGPT placed greater emphasis on whether a legal path existed. Mistral placed greater emphasis on practical obstacles. Claude placed greater emphasis on the burden of evidence and whether any path identified would survive the process and obstacles in the way. They did not argue whether the UK should rejoin, but instead whether a pathway survived intense scrutiny.
The Judges reached similar conclusions about the conditions required for rejoining, even when they disagreed on which side had the stronger case.
The full closing statements from both the Advocate and Gatekeeper are reproduced in Appendices 1 and 2.
Clarity around the term ‘winning’
It is important to note that:
- The Advocate did not say that the UK won and did not say that the UK will rejoin.
- The Gatekeeper did not say that the UK cannot rejoin.
Instead, the Advocate suggested that there was a pathway to join again. The Gatekeeper showed that concessions were required. They each suggested that both conclusions can be true concurrently.
What we learned about rejoining
Unlike many Brexit discussions, this investigation gradually moved away from arguments about historical grievances; instead focusing on legal, constitutional, and institutional requirements of future applications.
Although Judges’ scores were different, they broadly agreed on the findings. Accession was possible under Article 49, but not with the UK’s former terms. Political consent, sovereignty, and constitutional change became a greater challenge than the legal routes.
What are the implications for the UK rejoining the EU?
The path towards rejoining the EU may take longer than expected. Some within the EU, have suggested that the UK’s previous membership could allow the accession process to happen more quickly than for a country that had never been a member. Whether it would take ten years remains uncertain.
The opt-outs that the UK had before Brexit seem inaccessible now. Will the UK be willing to accept this? Some polling suggests that many may be deterred from rejoining without some concessions. Whether this is feasible in real life is unknown, but the experiment suggests that the only path to rejoining is one without concessions. How this might be inculcated is indeterminate but we note that the Remain campaign under Cameron did not proceed well prior to the referendum.
Conclusion
The experiment began by asking if the UK could rejoin the EU within a decade. After many debates, cross-model tests, and independent judging, we concluded that it was no longer the most significant question.
The most significant finding was not that a pathway appears to exist. It was that every serious cross-examination of that pathway led us back to a different question. What would the UK need to become to follow it? Instead, the question became whether the UK would accept the legal, constitutional, and institutional changes that rejoining would require.
The investigation did not identify any legal issues preventing rejoining. However, accession would require difficult choices, particularly regarding former opt-outs, regulatory autonomy and legal alignment. In the end, the debate was not about whether a route was available. It was about the UK’s willingness to accept the required legal, constitutional, and institutional changes that rejoining would need. The investigation began as a search for a route back into the EU but ended as a debate about the kind of country the UK would need to become.
Sources
- ‘What is Article 49?’ [Online] Available at https://ukandeu.ac.uk/the-facts/what-is-article-49
- ‘Court of Justice of the European Union’ [Online] Available at https://european-union.europa.eu/institutions-law-budget/institutions-and-bodies/search-all-eu-institutions-and-bodies/court-justice-european-union-cjeu_en
- ‘Who won the great AI Brexit debate?’ [Online] Available at https://northeastbylines.co.uk/news/europe-news/who-won-the-great-ai-brexit-debate
- ‘Court of Justice of the European Union’ [Online] Available at https://european-union.europa.eu/institutions-law-budget/institutions-and-bodies/search-all-eu-institutions-and-bodies/court-justice-european-union-cjeu_en
- ‘What’s an AI Chatbot? Everything to know’ [Online] Available at https://www.cnet.com/tech/services-and-software/what-is-an-ai-chatbot-everything-to-know






