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Welcome back to Legal Prompting, I'm Nicola Fabiano, and this is episode 10, the last of the first season.

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In the previous episode, we addressed the AI Act and the obligations it imposes on legal professionals.

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Transparency, human oversight, risk classification, responsibility in deploying AI systems in legal practice.

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Today we close the loop. We will synthesize the method we have built episode after episode,

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and we will try to look ahead. The central principle of this season is simple, and we have

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repeated it in different forms. Legal prompting is not a trick, it is a method. It is the disciplined

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Do not replace professional judgment, articulate it into verifiable instructions.

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Everything else, the techniques, the use cases, the operational safeguards, flows from here.

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Let us revisit three threads that have run through the season. The first concerns prompt quality.

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We have seen, from the analysis of supervisory authority decisions to drafting privacy notices,

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from contract review to using compliance workflows, that the prompt must declare role,

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context, instructions, expected format, and constraints. A vague prompt produces a vague

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output. A structured prompt is already half of the legal work. The second thread is verification.

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No model output enters a brief, an opinion, or a corporate procedure without human review.

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We have talked about regulatory hallucinations, incorrect cross-references, summaries that lose

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argumentative nuance. Verification is not optional. It is the condition that makes the use of AI in

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legal work sustainable. The third thread is infrastructure. The choice of tool is a legal

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choice. Where the data travels, who processes it, with what guarantees, under which contractual

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basis, consistent with which obligations, these questions precede use, they do not follow it.

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Cloud or local, generalist or vertical, with retrieval or without. The technical decision

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is inseparable from professional secrecy, GDPR, AI Act, and Italian Law 132 of 2025.

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To these threads, we add three operational rules that apply across the board.

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First rule, document. Keep prompts, versions, revisions. Traceability is the foundation of

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responsibility. Second rule, update. Models change, rules evolve, techniques mature,

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the method is stable, the tools are not. Third rule, share with caution. Do not put into a

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prompt what you would not write in an unencrypted email. Professional secrecy travels with the data,

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it does not stay in the office. Looking ahead, some directions are already visible.

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Local models are becoming practicable for law firms and legal offices, with meaningful

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advantages for confidentiality. Specialized tools for the legal domain will grow,

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but the ability to evaluate them critically remains the professional's task.

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The regulatory framework will consolidate in the coming months,

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with authorities called to translate the AI Act into practice.

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One underlying conviction remains, AI does not replace the lawyer. It does, however,

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force the lawyer to make explicit what often remains implicit, premises, reasoning, sources,

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evaluation criteria. In this sense, legal prompting is also a pedagogy of legal method.

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We close the first season of Legal Prompting here, thank you for following it.

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To stay in touch, subscribe to the newsletter at nickfab.eu, that is where the deeper discussions

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continue between one season and the next. See you soon!