key insights university

Key Insights from the University of Oxford’s AI,…

I recently completed the AI, Justice, and the Rule of Law course, developed by the Saïd Business School at the University of Oxford in collaboration with UNESCO. The course was designed to equip legal professionals, judges, policymakers, researchers and justice sector practitioners with a comprehensive understanding of how artificial intelligence is transforming legal systems and the administration of justice while safeguarding the rule of law.
Artificial intelligence (AI) is no longer a future possibility but an integral part of modern justice systems. A UNESCO survey of judicial operators from 96 countries found that 44% already use AI in their daily work, while only 9% have received formal AI training. AI is already being used in courts across more than one hundred jurisdictions to support legal research, document review, transcription, translation, case management, document summarisation, and drafting assistance. However, AI should not be viewed as a single technology; rather, it should be understood in terms of the specific task it performs within the judicial process. This functional approach is essential because the legal implications of AI depend on where and how it is used.
Different categories of AI create different opportunities and risks. Administrative AI is primarily used for case management, transcription, translation, and other routine functions that improve court efficiency. Research and analytical AI assists legal professionals in identifying relevant legislation, precedents, and legal principles. Decision-support AI helps analyse patterns and provide recommendations, while generative AI produces summaries, drafts legal documents, and generates text. Each category presents distinct legal, ethical, and governance challenges, requiring different levels of scrutiny and oversight.
A central theme in the course was that AI should support judicial work rather than replace judicial decision-making. Judicial authority must always remain with human judges, who retain ultimate responsibility for interpreting the law and deciding cases. AI can assist by improving efficiency and providing analytical support, but it cannot substitute independent legal reasoning or judicial discretion. The principle of Human-in-the-Loop (HITL) is emphasized, under which meaningful human oversight remains essential whenever AI influences legal processes or outcomes.
There are considerable opportunities AI presents for improving justice systems. AI can significantly accelerate legal research, improve case management, automate transcription and translation, summarise lengthy legal documents, and reduce the administrative workload of judges and court staff. By automating repetitive tasks, AI enables judges to devote more time to hearings, legal analysis, and reasoned decision-making. AI has the potential to improve access to justice by making legal services faster, more efficient, and more accessible.
Alongside these benefits, there are risks associated with AI in the justice sector. Generative AI may produce hallucinated legal authorities, inaccurate citations, or misleading legal analysis. Algorithmic bias may reinforce existing inequalities, while automation bias can encourage users to place excessive trust in AI-generated outputs without independent verification. Other important concerns include the lack of transparency in ‘black box’ algorithms, risks to privacy and confidentiality, and the possibility that excessive reliance on AI may gradually erode the professional skills and independent judgment of legal practitioners.
The responsible adoption of AI requires governance rather than simply introducing new technology. Effective implementation depends upon institutional AI policies, comprehensive risk and human rights impact assessments, pilot testing before deployment, continuous monitoring and evaluation, transparency, explainability, and accountability. The importance of multidisciplinary oversight involving judges, technologists, policymakers, and civil society to ensure that AI systems remain trustworthy and aligned with the principles of justice and the rule of law.
Another important aspect of the role of AI is in promoting access to justice. AI-powered legal assistants can help self-represented litigants understand legal procedures, prepare legal documents, translate court materials into different languages, and support mediation and dispute resolution processes. These applications have the potential to make legal information and services more accessible, particularly for individuals who face financial, linguistic, or geographical barriers in accessing justice.
However, the ethical and professional responsibility always remains with human legal professionals. Regardless of how sophisticated AI systems become, judges remain accountable for their decisions, and lawyers remain responsible for the accuracy, quality, and integrity of their work. AI cannot replace professional ethics, judicial independence, impartiality, or the duty to provide transparent, reasoned, and legally sound judgments.
Overall, AI should be viewed as a powerful judicial support tool rather than a judicial decision-maker. Its responsible use depends upon understanding the function of each AI system, maintaining meaningful human oversight, safeguarding fundamental rights, ensuring transparency and accountability, and adopting strong institutional governance so that technological innovation strengthens, rather than undermines, the rule of law.

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  • Eudaimonia: When Being Human Was Enough”

    From Laraib Zahra Once upon a time, far from Earth, beyond the reach of our skies, there existed a planet called the Worthlands. In the Worthlands, there was an equal proportion of humans and ghosts. Whenever a human was born, a little ghost was born by their side. These little ghosts were called Hounds. Every Hound possessed a superpower: it could know exactly what its human companion was thinking. The entire planet was ruled by three powerful ghosts, commonly known by humans and Hounds as the Great 3Gs. Each of the three had a separate kingdom. They were the Ghost of Guilt, the Ghost of Productivity, and the Ghost of Fear. The Ghost of Guilt was the eldest of the three. He controlled the capital of the Worthlands. He had his own Guilt Police and Guilt Pumps. Guilt was a magical liquid found inside these pumps. The Guilt Police, along with the Hounds, kept a constant check on the behaviour of the people in the capital. Their job was to make sure that nobody ever ran out of fuel—the fuel of guilt. Whenever a person was caught running out of guilt, the Hounds immediately reported them to the Guilt Police. They were then provided with more guilt fuel to make sure that nobody went “insane.” The biggest crime in the capital was the Rest Crime. As soon as a person became exhausted and decided to take some rest, the Hounds would begin fiercely whispering in their ears: “Strong people don’t stop.” They would tell them not to rest until they reached somewhere. But where exactly this “somewhere” was, nobody really knew. Sometimes, when a person was genuinely unable to work any further because of an overwhelming workload, the Hounds would call specialised therapists known as the Fear Feeders from the Kingdom of Failure for counselling—a kingdom I shall discuss in greater detail later. On the other hand, the entire north of the Worthlands was ruled by the second Great Ghost: the Ghost of Productivity. Unlike the Guilt Police, who were actually in charge of the capital, there was no such police force in the north. Instead, there was a ministry known as the Ministry of Merit. The humans there were never supposed to sit idle. Instead, they were expected to work harder and harder to make sure that they remained at the top of the list maintained by the Ministry of Merit. Every year, there was a grand ceremony known as the Annual Worth Ceremony. The humans who earned the highest number of merit points received a golden star carved with their names in the Worth Register of the Ministry of Merit. Every time a human refused to rest in order to increase their productivity, the Hounds would greet them by saying: “Congratulations! You have earned three merit points.” Humans were comparatively happier in the north than in the other two kingdoms because here, they were rewarded with golden stars bearing their names. The more golden stars a human had beside their name in the Worth Register, the more likely they were to become part of the Hounds—the most respected position in the Worthlands. After all, the Hounds had the superpower to read human minds, and they could even fly. Their slogan was: “You could be doing more.” To the south lay the third kingdom—the Kingdom of Failure, ruled by the Great Ghost of Fear. This kingdom was the most terrible of them all. The humans there were weak and diseased. Every second person was a victim of anaemia. They looked as though they had been starving for days, perhaps even weeks. On the contrary, the Great Ghost of Fear was the fattest of the three ghosts. The reason for this strange contrast was hidden in the Hounds. Unlike the Hounds in the north and the capital, the Hounds in the south had a distinct name. They were called Fear Feeders. The Fear Feeders had one duty: to sense fear-bearing thoughts in human minds and suck them out, because the Great Ghost of Fear fed on those thoughts. There were many kinds of fears that humans carried in that kingdom: The fear of not doing enough. The fear of getting left behind. The fear of failure. And many more. The Fear Feeders collected these thoughts and presented them to their master. The Great Ghost of Failure had one dish that was especially dear to him. It was his favourite dish of all: “What If” Spaghetti. “What If” Spaghetti was a special dish found in all three kingdoms, but it was particularly abundant in the Kingdom of Failure. The humans looked starved because they had to constantly produce fear in their minds so that they could feed it to the Fear Feeders. These fears were produced through a process called whispering, carried out by Hounds that were not themselves Fear Feeders. Then, one day, something unexpected happened. A few Hounds disappeared. Seven Hounds. Everyone in the Worthlands was deeply concerned about their sudden disappearance. The Guilt Police, along with other investigation departments, launched a search operation. But not even a single missing Hound was found. The humans whose Hounds were missing were arrested and questioned. The results of the investigation shocked everyone in the Worthlands. The Hounds could only exist if their humans obeyed them. This was something that neither the Hounds nor the humans had ever known before. The humans whose Hounds had disappeared were, surprisingly, close friends. During the investigation, they confessed that one day, they had decided to step back from their usual exhausting routines and take a break to rest their tired and ruptured nerves. All of a sudden, seven Hounds appeared and began whispering their usual slogans: “Strong people don’t stop.” “What if you get left behind?” And their most favourite: “You could be doing more.” The humans became lost in their thoughts once again and decided to give up on their plan to rest. But then, suddenly, a voice echoed through the room: “But

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