• The Lawyer-AI Sandwich: Defining the Human-in-the-Loop Architecture
    2026/03/20

    How do you translate years of legal intuition into a digital product? In this episode of AI Practice Notes, host Michael Fahner talks with Marla Miller, a tax attorney and the Founder/CEO of 9to5 Legal Docs, about the transition from practitioner to builder.

    Marla shares her insights on why generic AI models often miss the mark in high-stakes legal work. They dive deep into the "Lawyer-AI Sandwich"—an architectural framework where the lawyer provides the initial context and the final strategic review, leaving the "messy middle" of drafting and data synthesis to the AI.

    Whether you're a skeptic or an early adopter, this conversation is all about how to stay "in the loop" while still capturing the massive efficiency gains of modern technology.

    Episode Highlights & Timestamps

    • [00:00] – Introduction: Meet Marla Miller, tax attorney, LLM, and CEO of 9to5 Legal Docs.
    • [02:15] – The Logic of Tax: Why a background in tax law is the perfect primer for building logical AI systems.
    • [06:45] – Beyond Generic: Why generic probability isn't enough for legal work and how attorney-vetted expertise changes the output.
    • [11:30] – The Lawyer-AI Sandwich: Defining the Human-in-the-Loop architecture—human context on the front end, AI in the middle, and human judgment on the back end.
    • [16:00] – The "Review" Myth: Reframing the pushback that "reviewing AI takes too long" and identifying where the true efficiency gains live.
    • [23:45] – The Future of Legalese: Will AI lead to more concise contracts or a flood of AI-generated text?
    • [29:30] – Mentorship in the AI Era: How junior associates can use AI to accelerate pattern recognition rather than just automating grunt work.
    • [35:30] – The Business of Law: A candid look at the rise of "AI-Native" venture-backed law firms vs. practitioner-led innovation.

    Key Quotes

    "AI will do what you want it to do... but it doesn't understand why that's actually bad for you in six months or a year down the road."Marla Miller

    "The context window for a human lawyer is just bigger right now. We need to be the curators of the content."Michael Fahner

    About Our Guest

    Marla Miller is a tax attorney and the Founder/CEO of 9to5 Legal Docs, a platform designed to provide attorney-vetted AI tools for startups and small firms.

    • Website: 9to5docs.com
    • LinkedIn: Marla Calvert Miller
    • Socials: @TheLawyerMarla (TikTok/Instagram)


    Connect with Socius Legal

    • Host: Michael Fahner
    • Website: Socius Legal
    • LinkedIn: Michael Fahner

    Follow for more on the future of legal work.

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