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From theory to practice: equip yourself to use AI responsibly in legal work

Oxford DPhil AI researcher, ex-lawyer

Tatiana Botskina

Oxford AI researcher, CTO and former practicing lawyer 

AI Under the Hood: How LLMs Think, Fail & Mislead in Legal Work

Your clients are already using AI. Your opposing counsel is already using AI. The question isn't whether AI will change your practice, it's whether you'll understand it well enough to use it safely, evaluate it critically, and advise on it confidently.Most AI courses teach lawyers which buttons to click. This one teaches you what's actually happening under the hood, so you can spot the risks others miss.→ Understand why LLMs hallucinate and build a personal verification protocol before AI-generated work reaches a client or a court.→ Evaluate LLMs and create efficient prompts, using a technical framework most salespeople hope you never learn.→ Build a technical understanding of where and why LLMs break down, so your rules address actual risks instead of checking boxes.

Master AI skills for legal practice - from technical foundations to real-world applications in research, drafting, and risk management.

Confidently use and evaluate AI for legal work

Senior lawyers who use AI tools daily but feel uneasy, you're not sure when the output is reliable.

Legal leaders being asked to approve AI budgets and set firm-wide AI policies without a real understanding of how the technology works.

In-house counsel and legal ops professionals under pressure to "adopt AI" while protecting corporate data and managing regulatory exposure.

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AI Under the Hood: How LLMs Think, Fail & Mislead in Legal Work