The AI Learning Hub Journal
◆ Free course · 4 modules · 20 lessons

AI for Legal

Contracts, discovery, research, and the professional-responsibility questions practitioners actually ask.

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Module 1 · 4 lessons

Where AI Fits in Legal Work

Start with the disclaimer that matters, then an honest map of which legal tasks AI genuinely helps with, which need supervision, and which are not delegable at all.

  1. Read This First
  2. The Honest Map of Task Suitability
  3. Why Legal Work Is Unusually Exposed
  4. The Review Burden AI Shifts, Not Removes
Module 2 · 5 lessons

Contracts and Document Review

Clause extraction, playbook comparison, redlining, diligence at volume, the e-discovery precedent, and a human review protocol people actually follow.

  1. Clause Extraction and Playbook Comparison
  2. Redlining and First-Pass Markup
  3. Obligations, Risk Terms, and Diligence at Volume
  4. E-Discovery and the TAR Precedent
  5. A Human Review Protocol That Is Actually Followed
Module 3 · 5 lessons

Research, Citation, and the Hallucination Problem

The module that matters most — why models invent authority, what has happened to practitioners who filed it, why retrieval helps but does not cure, and a verification workflow that works.

  1. Why Models Invent Case Law
  2. The Sanctions Pattern
  3. Retrieval Helps. It Does Not Cure.
  4. A Verification Workflow You Can Run
  5. Supervising Juniors Who Use These Tools
Module 4 · 6 lessons

Ethics, Confidentiality, and Governance

Technological competence, confidentiality and privilege with third-party models, supervision and candour, billing ethics, client consent, and building a firm policy that holds.

  1. Competence Now Includes Technology
  2. Confidentiality and Privilege
  3. Supervision, Candour, and the Tribunal
  4. Billing, Consent, and Malpractice
  5. Building a Firm AI Policy
  6. Checking This Course Against the Sources

Every lesson is free, with no sign-up. Reading happens in the library, where your progress is saved on your device.