CLE
Robyn Charles
Robyn Charles Education Media LLC
AI, Evidence, and the Future of Legal Practice
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AI, Evidence, and the Future of Legal Practice

This session examines how AI tools are restructuring evidence gathering, record-building, document analysis, and response drafting — and what legal professionals need to build to operate effectively in that environment. Drawing on firsthand experience deploying a coordinated AI workflow across two complex legal matters, the presenter introduces a structured framework organized around four capability areas: AI Literacy, AI Judgment, AI Workflow, and AI Leadership. Attendees leave with a practical diagnostic and a concrete methodology for building matter intelligence that compounds over time.

Agenda:
  • The Signal: What the Data Is Telling Us
    • The consequence: the profession's assumptions about who can participate, who can build a record, and who can sustain a fight are all in question — for those representing institutions, those representing individuals, and the self-represented party.
    • The floor has collapsed. The ceiling has clarified. The self-represented party brings firsthand knowledge and direct stake in the outcome; AI provides the translation layer — research, framing, drafting, pattern recognition across the record. The lawyer still brings what no prompt replicates: cross-case pattern recognition, procedural instinct, the ability to read the room in real time, professional accountability.
    • AI and evidence: how AI is changing the construction of the legal record — timeline assembly, issue tracking, procedural organization, and documentation logic. When opposing parties can build the record with the same analytical capacity once reserved for institutional teams, the strategic assumptions governing dispute management no longer hold.
    • Risk and oversight: the professional responsibility dimensions legal organizations must address — human review protocols, verification standards, ethical and supervisory obligations (Model Rules 1.1 Comment 8, 1.3, 1.6, 3.3, 5.3), and confidentiality architecture.

  • The Framework: A Structured Approach to AI-Integrated Legal Work
    • Introduction of the Legal AI Capability Framework™ — four pillars that build durable, responsible AI integration for legal organizations.
    • AI Literacy: operational platform fluency — knowing which tool performs which cognitive task, how different platforms process and weight information differently, and how outputs chain and compound.
    • AI Judgment: verification, interpretation, and oversight. The ceiling where legal value now lives — as AI handles the floor, professional value concentrates in interpretation, strategic framing, and accountability.
    • AI Workflow: how legal work changes operationally when AI is integrated — which steps accelerate, where new checkpoints must exist, what supervision looks like when some of the work is AI-assisted.
    • AI Leadership: how legal organizations make decisions about AI at the institutional level — policy, accountability, and building capability that compounds over time.
    • The AI Record Lab™: where the framework meets practice. How general AI (predictions, inferences, rhetorical constructs) and legal-specific platforms (verified retrieval, confirmed citations) function as complementary tools — which tools, for which task, in which sequence.

  • Matter Intelligence
    • How legal offices have traditionally operated: people as the workflow engine, documents as the operating center, human memory as the continuity layer, junior labor as the processing layer, billing built around time-intensive work.
    • How legal offices can operate in the AI era: AI as a first-pass work layer (summarization, issue extraction, chronology generation, first-draft writing), structured matter intelligence, humans at the judgment layer. The deeper question is not whether legal professionals are using AI — it is whether the office itself is still structured for a pre-AI model of legal work.
    • Three workflow questions every legal office should assess: Matter Organization (how is the matter actually organized?), Knowledge Continuity (where does the intelligence of the case actually live?), Work Execution (how does work move from information to usable output?).
    • Stronger Case Intelligence: the before/after of matter intelligence in practice — scattered files, cold starts, and knowledge loss when people leave versus an organized record, strategic continuity that survives staffing changes, and AI working from the actual evolving record. The case gets smarter the longer it runs.
    • Closing: AI does not replace legal thinking. It relocates it. Three discussion questions for the room.

  • Q&A (As Time Permits)
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Duration of this webinar: 60 minutes
Originally broadcast: June 9, 2026 10:00 AM PT
Webinar Highlights

This webinar is divided into section summaries, which you can scan for key points and then dive into the sections that interest you the most.

AI's Impact on Legal Proceedings
Robyn Charles, the speaker, discusses the increase in self-represented parties in legal proceedings, highlighting a shift in access to legal tools. Individuals now have tools to organize evidence and understand complex information, reducing the gap between large organizations and them. The structural shift allows individuals to participate more effectively in legal proceedings, challenging traditional assumptions about information asymmetry.
Self-Representation and AI Tools
Robyn explains that access to technology is not enough; understanding and interpreting information is crucial. AI has changed who can participate in the legal system and what they need to understand to do it well. The focus is on capability, not efficiency or tools, and AI is used to enhance self-representation, not replace lawyers. Self-represented parties can build a structured knowledge base, allowing them to respond quickly and effectively in legal proceedings.
AI Literacy and Workflow Integration
Robyn emphasizes the importance of AI literacy, which involves understanding how different AI tools work together. She discusses the different processing styles of AI models and their applications in the legal field. AI judgment is crucial, involving verification and interpretation of AI outputs to ensure accuracy. AI workflow integration changes how legal work is done, requiring new checkpoints and quality control measures.
Professional AI Legal Concentrator
A professional AI legal concentrator involves practical application of AI tools in realistic case scenarios. Participants learn to build a case knowledge base and understand how to use AI tools while maintaining professional responsibilities. The traditional legal office relies heavily on human memory and manual processes, which AI can now enhance.
Transition to AI-Driven Legal Offices
AI can now take over first-pass production tasks like drafting and summarization, which allows human lawyers to focus on high-level strategy and legal judgment. To effectively leverage these new tools, law offices must transition from fragmented file dependence to structured matter intelligence. Law firms should be cautious about deploying agentic AI for client intake, since encountering an automated gatekeeper might encourage potential litigants to simply use AI to handle their issues themselves.

Please note this AI-generated summary provides a general overview of the webinar but may not capture all details, nuances, or the exact words of the speaker. For complete accuracy, please refer to the original webinar recording.

Speaker
Robyn Charles
Robyn Charles Executive Director
Education Media LLC

Robyn Charles is the Executive Director of Education Media LLC, an instructional systems and professional learning company focused on helping legal professionals, educators, and organizations adapt to major shifts in how work is performed, documented, and delivered. Her work sits at the intersection of AI-assisted research, structured documentation, workflow design, and professional learning. Read More ›

Continuing Legal Education (CLE) Credits

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Alabama CLE

Status: Approved

Format: On-Demand

Credits: 1.00 General

Earn Credit Until: December 31, 2026

Alaska CLE

Status: Approved

Format: Live (Virtual), On-Demand

Credits: 1.00 General

Earn Credit Until: June 8, 2031

California CLE

Status: Approved

Format: On-Demand

Credits: 1.00 Technology in the Practice of Law

Earn Credit Until: June 30, 2028

Hawaii CLE

Status: Approved

Format: Live (Virtual), On-Demand

Credits: 1.00 General

Earn Credit Until: June 8, 2028

Illinois CLE

Status: Approved

Format: On-Demand

Credits: 1.00 General

Earn Credit Until: June 8, 2028

Nebraska CLE

Status: Approved

Format: On-Demand

Credits: 1.00 General

Earn Credit Until: June 9, 2028

New Jersey CLE

Status: Approved

Format: Live (Virtual), On-Demand

Credits: 1.20 General

Earn Credit Until: June 8, 2027

North Carolina CLE

Status: Approved

Format: On-Demand

Credits: 1.00 Technology Training

Earn Credit Until: February 28, 2027

Ohio CLE

Status: Approved

Format: On-Demand

Credits: 1.00 General

Earn Credit Until: December 31, 2026

Pennsylvania CLE

Status: Approved

Format: On-Demand

Credits: 1.00 Substantive Law, Practice, and Procedure

Earn Credit Until: June 8, 2028

South Carolina CLE

Status: Approved

Format: Live (Virtual), On-Demand

Credits: 1.00 General

Difficulty: All Levels

Earn Credit Until: December 31, 2026

Texas CLE

Status: Approved

Format: On-Demand

Credits: 1.00 General

Earn Credit Until: May 31, 2027

Utah CLE

Status: Approved

Format: On-Demand

Credits: 1.00 General

Earn Credit Until: December 31, 2026

Vermont CLE

Status: Approved

Format: Live (Virtual), On-Demand

Credits: 1.00 General

Earn Credit Until: June 9, 2031

West Virginia CLE

Status: Approved

Format: On-Demand

Credits: 1.20 General

Earn Credit Until: December 31, 2029


This presentation is approved for one hour of General CLE credit in Alabama, one hour of General CLE credit in Alaska, one hour of Technology in the Practice of Law CLE credit in California, one hour of General CLE credit in Hawaii, one hour of General CLE credit in Illinois, one hour of General CLE credit in Nebraska, one hour of Technology Training CLE credit in North Carolina, one hour of General CLE credit in Ohio, one hour of Substantive Law, Practice, and Procedure CLE credit in Pennsylvania, one hour of General CLE credit in South Carolina (all levels), one hour of General CLE credit in Utah, one hour of General CLE credit in Vermont, and one hour of General CLE credit in West Virginia. This program has been approved by the Board on Continuing Legal Education of the Supreme Court of New Jersey for 1.20 hours of total CLE credit. This course has been approved for Minimum Continuing Legal Education credit by the State Bar of Texas Committee on MCLE in the amount of 1.00 credit hours.

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