AI in Legal Practice: Navigating Adoption and Challenges

S2|E2: Building AI-Native Law Firms: Insights from Helen Fan

Most lawyers using AI today are typing questions into a chatbot and reading the answer. But what if AI could act more like a team of junior colleagues working alongside you? In this episode of the Future Ready Lawyer podcast, we're joined by Helen Fan, a California lawyer and founder of the Silicon Valley Legal Tech Frontier Community, to discuss her experiments building an AI-powered law firm. Helen set up two AI Agents, Morgan, a senior associate, and Cleo, a junior, and gave them a real legal research task. To her surprise, they divided up the work, debated each other, and even created additional helpers on their own. We explore what this means for supervision, accountability, and trust when AI starts taking action rather than just answering questions. Helen also shares her vision for the AI-native law firm, why smaller firms are leading the way, and her advice for law students. Helen Fan — Personal & Community * Helen Fan | LinkedIn — link [https://www.linkedin.com/in/helenfanlegalai] * Helen's Legal AI Lab — link [https://helenlab.com/] * Helen's Substack — link [https://helenfan1.substack.com/] * Silicon Valley Legal Tech Frontier — link [https://svlegaltechfrontier.com/] Helen's Own Writing * "Claude for Legal — Webinar Summary" — Helen breaks down how legal professionals can use Claude's Skills feature to build reusable, domain-specific workflows for document review and client communication. — link [https://helenfan1.substack.com/p/claude-for-legal-webinar-summary] * "AI-Native Law Firm Workflow at OpenClaw Law LLP" — A behind-the-scenes look at Helen's experimental multi-agent "law firm in a group chat," documenting how Morgan (senior associate) and Cleo (junior associate) agents collaborate on client work. — link [https://www.linkedin.com/posts/helenfanlegalai_openclawlaw-100daysofailaw-activity-7450554854693019650--jjN] * "California Lawyer Tests AI-Law Firm Model with First Client" — Helen recounts the real-world test of OpenClaw Law LLP with its first client, including how she configured risk flags and decision rules for the AI agents. — link [https://www.linkedin.com/posts/helenfanlegalai_legaltech-ai-futureoflaw-activity-7433866404145324032-LpMP] OpenClaw & Agentic AI * "OpenClaw Surpasses GitHub Records, Raises Security Concerns" — Coverage of OpenClaw hitting #1 on GitHub Trending and the security conversations it sparked in legal tech circles. — link [https://www.linkedin.com/posts/helenfanlegalai_legaltech-ai-futureoflaw-activity-7435032252432125952-Z2qS] Related Viral Legal AI Discussions * "Lawyer Uses Claude Skills, Legal World Loses It…" — link [https://www.artificiallawyer.com/2026/03/02/lawyer-uses-claude-skills-legal-world-loses-it/] * "I Interviewed the Claude-Native Lawyer Whose Viral Post Broke the…" — link [https://www.lawdroidmanifesto.com/p/i-interviewed-the-claude-native-lawyer]

S2|E1: The Verification-Value Paradox - With Joshua Yuvaraj

There’s been plenty of discussion about how GenAI might boost lawyers’ efficiency. But does it actually help lawyers deliver work faster? In this episode of the Future Ready Lawyer podcast, we’re joined by Dr. Joshua Yuvaraj, Senior Lecturer at Auckland Law School and Co-Director of the New Zealand Centre for Intellectual Property, to discuss his paper, “The Verification Value Paradox: A Normative Critique of GenAI in Legal Practice.” Yuvaraj proposes a simple test: AI’s net value equals the time saved minus the cost of verifying its work. In legal practice, however, using AI to gain efficiency can demand more verification, given lawyers’ strict duties to courts and clients. He explains how GenAI can be unreliable and opaque, creating risks that go well beyond fake citations, including subtle errors about what cases actually say. We compare AI review to supervising junior lawyers, examine what “good enough” might mean in AI x legal work, and explore real-world examples of AI implementation in legal process (including Garfield AI). The conversation also touches on liability and insurance questions, and why legal expertise and AI literacy matter more than ever. Dr. Joshua Yuvaraj, Faculty webpage https://profiles.auckland.ac.nz/joshua-yuvaraj [https://profiles.auckland.ac.nz/joshua-yuvaraj] Linkedin https://www.linkedin.com/in/joshuayuvaraj/ [https://www.linkedin.com/in/joshuayuvaraj/] The Verification-Value Paradox https://arxiv.org/abs/2510.20109 [https://arxiv.org/abs/2510.20109] 'Lawyers, think hard before you use AI' (Newsroom NZ, 7 Nov 2025): https://newsroom.co.nz/2025/11/07/lawyers-think-hard-before-you-use-ai/ [https://newsroom.co.nz/2025/11/07/lawyers-think-hard-before-you-use-ai/] Other mentions: Deloitte AI incident https://www.theguardian.com/australia-news/2025/oct/06/deloitte-to-pay-money-back-to-albanese-government-after-using-ai-in-440000-report [https://www.theguardian.com/australia-news/2025/oct/06/deloitte-to-pay-money-back-to-albanese-government-after-using-ai-in-440000-report] Garfield Human versus AI experiment https://www.garfield.law/press/garfield-ai-featured-on-channel-4-dispatches-human-vs-ai-experiment [https://www.garfield.law/press/garfield-ai-featured-on-channel-4-dispatches-human-vs-ai-experiment] Professional Legal Training Bell CJ speech PDF (28 Aug 2025): https://supremecourt.nsw.gov.au/documents/Publications/Speeches/2025-speeches/bellcj/BellCJ-20250828.pdf [https://supremecourt.nsw.gov.au/documents/Publications/Speeches/2025-speeches/bellcj/BellCJ-20250828.pdf]

Misuse of Generative AI in Courts - With Vicki McNamara

In this episode of Future Ready Lawyer, hosts Alex, Armin, and Mark, are joined by Vicki McNamara, Senior Research Associate at the UNSW Centre for the Future of the Legal Profession, to discuss the growing global trend of generative AI misuse in litigation. The conversation centers on Vicki’s upcoming research, which identifies over 470 cases across common law jurisdictions where AI has generated "hallucinated" citations or procedurally flawed documents. The panel explores the resulting strain on court resources, the phenomenon of "verification drift" where users become too confident in AI outputs to verify them, and the potential long-term risks of eroding critical legal thinking and creativity among junior lawyers. They conclude by discussing the necessity of better public education and the "average effect" of AI on legal excellence, looking ahead to a future where AI errors may become more subtle than blatant hallucinations. Show Notes & Links Guest & Organizations * Vicki McNamara: UNSW Staff Profile [https://www.unsw.edu.au/staff/vicki-mcnamara]; LinkedIn [https://www.linkedin.com/in/vicki-mcnamara/] * UNSW Centre for the Future of the Legal Profession: Website [https://www.unsw.edu.au/law-justice/centre-future-legal-profession] * GenAI, Fake Law & Fallout Report Website [https://www.unsw.edu.au/news/2025/11/genai-fake-law-and-fallout-report] Cases & Legal Resources Mentioned * Mata v. Avianca: The "ChatGPT Lawyer" Case [https://law.justia.com/cases/federal/district-courts/new-york/nysdce/1:2022cv01461/575368/54/] (The US case regarding fake citations mentioned early in the episode) * May v Costaras [2025] NSWCA 178: Case Judgment [https://www.caselaw.nsw.gov.au/decision/19882d91516a00f487b15f20] (The NSW Court of Appeal case mentioned involving Chief Justice Bell) * New Zealand Courts - Generative AI Guidelines: Guidelines for Lawyers, Judges, and Non-Lawyers [https://www.courtsofnz.govt.nz/going-to-court/practice-directions/practice-guidelines/all-benches/guidelines-for-use-of-generative-artificial-intelligence-in-courts-and-tribunals] * Fair Work Commission (Australia): Website [https://www.fwc.gov.au/] (Cited for good plain language material) * NZ Parliamentary Counsel Office: AI Chatbot Initiative [https://www.pco.govt.nz/about-us/legislative-data-and-technology/Could-a-chatbot-be-developed-to-help-users-of-the-NZ-legislation-website]

Evolution vs Revolution: how is AI changing legal practice and legal education?

This episode of "Future Ready Lawyer: AI and the Evolution of Legal Practice" explores the rapidly shifting landscape of AI in legal education and practice. The conversation covers the impact of generative and agentic AI on legal job roles, the prospect of "AI-first" companies, the productivity paradox of AI tools, the changing nature of graduate legal work, and the enduring need for deep expertise and human judgment in law. We review recent empirical research, legal market hiring trends, sector skepticism about full automation, and the new skills required as legal workflows evolve. Show note sources: Thomson Reuters, 2025 Generative AI in Professional Services Report https://legal.thomsonreuters.com/blog/how-ai-is-transforming-the-legal-profession/ [https://legal.thomsonreuters.com/blog/how-ai-is-transforming-the-legal-profession/] Luis von Ahn (Duolingo), Duolingo "AI-first" company coverage (2025) https://www.nytimes.com/2025/08/17/business/duolingo-luis-von-ahn.html [https://www.nytimes.com/2025/08/17/business/duolingo-luis-von-ahn.html] Financial Review (AFR), LinkedIn, Law firms take more graduates even as AI does the grunt work https://www.afr.com/companies/professional-services/law-firms-take-more-graduates-even-as-ai-does-more-grunt-work-20250626-p5malv [https://www.afr.com/companies/professional-services/law-firms-take-more-graduates-even-as-ai-does-more-grunt-work-20250626-p5malv] Princeton researchers (Knight First Amendment Institute) AI as Normal Technology https://knightcolumbia.org/content/ai-as-normal-technology [https://knightcolumbia.org/content/ai-as-normal-technology] Gary Marcus Generative AI's most prominent skeptic https://www.project-syndicate.org/magazine/generative-ai-fundamentally-unreliable-and-with-no-apparent-solution-by-gary-marcus-2025-06 [https://www.project-syndicate.org/magazine/generative-ai-fundamentally-unreliable-and-with-no-apparent-solution-by-gary-marcus-2025-06] METR: Becker, J., Rush, N., Barnes, B., & Rein, D. Measuring the impact of early-2025 AI on experienced open-source developer productivity https://metr.org/blog/2025-07-10-early-2025-ai-experienced-os-dev-study/ [https://metr.org/blog/2025-07-10-early-2025-ai-experienced-os-dev-study/] Centre for Legal Innovation, Women + AI APAC Summit Women + AI APAC Summit 2025 (panel and conference) https://events.humanitix.com/women-ai-summit-apac-2025 [https://events.humanitix.com/women-ai-summit-apac-2025]

AI in Legal Practice: Navigating Adoption and Challenges

In the second episode of 'Future Ready Lawyer: AI and the Evolution of Legal Practice,' the discussion revolves around the adoption and challenges of generative AI in legal practice. The episode touches on the current state of AI use in legal firms and specific applications of generative AI. Hosts discuss the varied adoption rates, the effectiveness of AI tools, and the impact of AI on legal efficiency. They point out issues related to cost and training that hinder widespread adoption. Show note sources: Damien Charlotin ‘AI Hallucination Cases’ https://www.damiencharlotin.com/hallucinations/ [https://www.damiencharlotin.com/hallucinations/] Thomson Reuters ‘2025 Generative AI in Professional Services Report’ https://www.thomsonreuters.com/en/reports/2025-generative-ai-in-professional-services-report [https://www.thomsonreuters.com/en/reports/2025-generative-ai-in-professional-services-report] Dye & Durham ‘Lawyers face work-life paradox as AI adoption soars across the profession’ https://dyedurham.com.au/lawyers-face-work-life-paradox-as-ai-adoption-soars-across-the-profession/ [https://dyedurham.com.au/lawyers-face-work-life-paradox-as-ai-adoption-soars-across-the-profession/] Clayton Utz ‘Clayton Utz adopts Harvey in next step of AI journey’ https://www.claytonutz.com/about/media-releases/2025/september/media-release-clayton-utz-adopts-harvey-in-next-step-of-ai-journey [https://www.claytonutz.com/about/media-releases/2025/september/media-release-clayton-utz-adopts-harvey-in-next-step-of-ai-journey] Webb, Julian and Paterson, Jeannie Marie, THE EVOLUTION OF LEGAL KNOWLEDGE WORK IN AN AGE OF BRILLIANT(?) TECHNOLOGIES: FROM ROBO-LAWYER TO DIGITAL LAW CLERK (April 02, 2025). Available at SSRN: https://ssrn.com/abstract=5371536 [https://ssrn.com/abstract=5371536] or http://dx.doi.org/10.2139/ssrn.5371536 [http://dx.doi.org/10.2139/ssrn.5371536] Open AI ‘How we’re responding to The New York Times’ data demands in order to protect user privacy’ https://openai.com/index/response-to-nyt-data-demands/ [https://openai.com/index/response-to-nyt-data-demands/]