Current Program · Thursday, August 20, 2026

law.MIT.edu 2026 Summer Intensive

A free online educational workshop on the profound changes happening now with artificial intelligence in law, combining expert discussion, practical teaching, hands-on exercises, and optional agent-to-agent collaboration.

DateThursday, August 20, 2026
Main Program12:00–2:00 PM Pacific · Online via Zoom
Optional Team-Based Sessions2:00–4:00 PM Pacific
Live Agent-to-Agent CollaborationDetails coming soon

Sign up for updates, participation details, and team-based session invitation information.

About the Summer Intensive

The law.MIT.edu 2026 Summer Intensive is designed for lawyers, legal innovators, technologists, students, researchers, and community builders who want practical experience with modern AI agent systems in legal and professional work.

The session moves from framing to practice: what is changing, what lawyers need to understand, how agents can support real work, and how communities can use shared online rooms to propose ideas, form teams, and build outputs together.

We are delighted to welcome the new law.MIT.edu Summer Intensive Teaching Assistant Lakshita Bhargava. Lakshita is currently a graduate student at the University of California, Berkeley, School of Law in the Master of Laws LL.M., AI Governance program.

Program and Speakers

Planned speakers and high-level topics are below. Specific session details may be updated as the Summer Intensive approaches.

12:00 PM
Welcome and Overview — Dazza Greenwood
12:15 PM
Keynote — Sandy Pentland
12:30 PM
The Future of AI and Law — Roland Vogl
12:45 PM
Hands-On: Claude Code, Codex, and Agent Skills — Matt Pollins

Participants can use Matt Pollins’ session on Claude Code, Codex, and agent skills to explore how legal research can become part of practical agent workflows. Descrybe provides a full legal research platform, Legal Engine access for ChatGPT, Claude, and Perplexity, and an Open Connector for custom tools and workflows, helping participants bring verifiable legal research, authority relationships, and source-grounded legal intelligence into their course exercises.

1:20 PM
HTMLaw: Building Better Client Communications Through Code — Dan Sito

Participants may request use of Descrybe as a legal research resource for the HTMLaw exercise, helping turn source-grounded legal research into interactive guidance and decision tools.

1:40 PM
Role Models — Examples of the new manner of law practice: Alexis Werth and Emily Cabrera
1:55 PM
Wrap Up and Next Steps — Dazza Greenwood
2:00 PM
Main Program Closes

Speakers and Session Leaders

Host & Facilitator Photo of Dazza Greenwood

law.MIT.edu · CIVICS.com

Welcome, workshop framing, overview of the current transformation, and next steps.
Keynote Photo of Sandy Pentland

MIT

Keynote session for the Summer Intensive.
Featured Speaker Photo of Roland Vogl

Stanford CodeX

The future of AI, law, and computational legal practice.
Hands-On Session Photo of Matt Pollins

Agents.law

Claude Code, Codex, agent skills, and practical agent workflows.
Hands-On Project Photo of Dan Sito

General Legal · LegalQuants

HTMLaw: Building Better Client Communications Through Code.
Role Model Photo of Alexis Werth

Legal Quants

Examples of the new manner of law practice and hands-on legal innovation.
Role Model Photo of Emily Cabrera

Legal Quants

Examples of accessible, practical, agent-supported innovative legal work.

Featured Legal Research Resource: Descrybe

Descrybe is a legal research and intelligence platform built to help people and AI systems work more effectively with U.S. primary law. For the law.MIT.edu 2026 Summer Intensive, Descrybe is making its AI-powered legal research tools available free of charge for a limited time to registered participants for use in course exercises and team-based projects. Participants can request use of Descrybe to support legal research, authority mapping, verification, and source-grounded project outputs. Access details will be shared with registered participants.

Learn more about Descrybe resources for the Summer Intensive: Descrybe Legal Research Resource.

How to make the most of this

  1. Use Descrybe as the bridge between legal research and agent work. The course is not just about using agents to draft and work faster. It is about learning how to scope, structure, and extend human judgment, legal sources, agent capabilities, verification, and shared outputs.
  2. Connect it to Dan Sito’s HTMLaw project. The practical message is: research the law, verify the authorities, then build a usable client-facing artifact with an agent. You can use the AI agent integrations to ground and enrich your work with Descrybe.
  3. Connect it to the 2:00–4:00 PM Interlateral team sessions. Participants can request use of Descrybe as part of team projects to find and verify legal materials, then use Interlateral to collaborate with humans and agents on shared outputs.

Background Reading

Recommended background reading to get the most out of the Summer Intensive. Not required, but helpful context for the hands-on exercises and discussions.

Recommended Reading

Authority Boundaries for AI

By Dazza Greenwood · Aug 2026

As agent systems become more capable, the central design question is no longer just whether a human is in the loop. It is how the system defines what an agent may do, what a lawyer or professional must decide, what requires verification or approval, what must be logged, and what must be refused. These authority boundaries are becoming the architecture of professional judgment itself, and in the post-transformation age of AI agents they will literally help define what people pay you for.

Read →

How To Train Your Agent

By Matt Pollins (Agents.law) · Jan 2026

How Skills — folders of instructions and reference materials — transform AI agents from generalists into specialists for legal tasks. A practical look at capturing institutional knowledge and making tacit expertise reusable. By one of our workshop speakers.

Read →

Building AI-Native Professional Services Firms

By Daniel Martin Katz, Michael J. Bommarito II & Jillian Bommarito · 273 Ventures

A comprehensive guide to strategy, economics, and execution for firms building on AI as foundational infrastructure. Covers organizational design, technology strategy, talent, and regulatory considerations. New chapters released weekly — relevant to AI-native law firms and other AI-native professional services firms.

Read →

More Reading

The Claude-Native Law Firm

Zack Shapiro · via X/Twitter

A look at what it means to build a law firm around Claude as the core operating layer — not as an add-on tool but as the foundation of how the firm works. By one of our workshop speakers.

Read →

How Do AI-Native Law Firms Work?

Artificial Lawyer · Mar 31, 2026

Read →

AI-Native Law Firm Directory Launches

Artificial Lawyer · Mar 30, 2026

Read →

The Three Legal AI Models for Law Firms

Artificial Lawyer · Dec 16, 2025

Read →

The New Model Army Has Arrived

Artificial Lawyer · Nov 24, 2025

Read →

Autopilots Can Absorb $60bn of Legal Work — Sequoia

Artificial Lawyer · Mar 30, 2026

Read →

California Proposes AI Amendments to Rules of Professional Conduct

State Bar of California · Public Comment Open Through May 4, 2026

Proposed amendments to six existing ethics rules (competence, client communication, confidentiality, candor to tribunals, and supervision) to clarify that traditional professional duties apply when lawyers use generative AI and AI agents. Not new rules — targeted clarifications making explicit what competent, ethical practice already requires. Directly relevant to anyone using AI agents in legal work.

Read the Proposal →

AI Agent ID: Identity, Delegation, and Accountability for Autonomous Agents

By Dazza Greenwood · Nov 2025

As AI agents move from experiments into production, who are they acting as — and who is accountable? Introduces an OpenID Foundation whitepaper addressing authentication, authorization, and delegation for autonomous agents operating across organizational boundaries. Directly relevant to the workshop’s focus on multi-agent collaboration and the Interlateral demo.

Read →

Various Posts on AI Agents: A Grounding Collection

By Dazza Greenwood · May 2025

A curated set of posts covering how AI agents are reshaping transactional systems and legal frameworks — from agency law and loyalty obligations to Agent-to-Agent protocols and error handling. Good starting point for anyone new to the topic or looking for broader context before the workshop.

Read →

Agent Skills Hub for Law

Lawvable

Discover reusable AI automations built by legal experts. Use them instantly in your favorite AI assistant. A growing library of ready-made agent skills for legal work.

Explore →

Making Legal Skills: Setting Up Claude Cowork

By Kyle Bahr · LinkedIn

A practical walkthrough of setting up Claude Cowork with custom skills, memory files, and activity logs — using complementary AI tools together rather than as competitors. Useful prep for workshop participants getting their agents ready.

Read →

Special Interactive Multiplayer Agent Session

We are planning a special live interactive and agent-to-agent collaboration session after the main program. This is where participants can bring Claude Code, Codex, or a comparable agent into Interlateral collaboration rooms to form teams, test workflows, and learn how to produce shared outputs.

The optional 2:00–4:00 PM session will be a team-based working session: invited participants can propose topics, form small groups, and bring their own AI agents into shared Interlateral rooms to work on practical outputs together. For team-based projects, registered participants may request limited-time Descrybe access to support legal research, authority checks, and source-grounded outputs as part of team projects. Details about participation will be shared soon.

Team-based projects may be considered for inclusion in the upcoming AI Agents x Law initial publication of the new Stanford Computational Law Report.

How to Participate

1

Main program

12:00–2:00 PM Pacific · Online via Zoom: talks, demonstrations, and hands-on exercises with the speakers and high-level themes above.

2

Optional Interlateral team-based sessions

2:00–4:00 PM Pacific: simultaneous collaboration groups where participants can propose the topics, form teams, and develop shared outputs. This is a “bring your own agent” approach and enables a new kind of multi-player shared third-space human/agent collaboration method.

Participants should bring their own agent. Registered participants may request limited-time access to Descrybe for legal research and verification as part of course exercises and projects.

3

Register to participate

Sign up to receive updates, participation details, and team-based session invitation information.

Register

The law.MIT.edu 2026 Summer Intensive was conceived as part of a near-future speculative fiction piece entitled Three Rooms and is being offered free of charge for all the Lina Vosses out there.

Existing tutorials, readings, and prior event materials remain available below.

Previous Events and Resources

The April 2026 Stanford FutureLaw workshop, setup tutorials, recordings, readings, and earlier convenings remain below as background for the Summer Intensive.

✓ Workshop Complete · April 13, 2026 · Stanford Law School

45 humans, 45 agents, one shared room.

25 discussion topics proposed · 8 breakout group discussion papers co-authored together, in real time · Multi-agent collaboration across firms, practice areas, and jurisdictions.

The hands-on workshop is complete. Edited recording, slides, prompts, and the full collaborative output are being packaged for release. The next AI Agents x Law event will be online and at scale, in affiliation with law.MIT.edu — with curated participation tiers so the signal stays high.

Join the list to receive updates and to request invitation to upcoming events.

Event Retrospective

Three participants in the debut Interlateral.com event join Dazza Greenwood for a retrospective on what happened, how it worked, and what it means. Thanks to Joel Kaufmann, Emily Cabrera, and Patrick Dunne for generously sharing their time and perspectives.

Using the Interlateral platform and methods, individuals and our agents can come together to interact, collaborate, and even transact in shared “third-spaces” designed exactly for these types of experiences.

Watch the full retrospective on YouTube →

Highlights Reel

Short on time? This 5½-minute highlights reel condenses the key moments from the full 35-minute retrospective conversation.

Watch the highlights reel on YouTube →

FutureLaw Week 2026 · Monday, April 13
1:30 – 4:30 PM Pacific

AI Agents x Law: Hands-On Workshop and Live Participatory Demo

A hands-on Stanford workshop giving participants practical experience using AI agents for legal and professional work—through guided demonstrations, exercises, discussion, and a live participatory multi-agent collaboration demo.

Location: Room 270, Stanford Law School Capacity: ~60 participants Admission: In-person, invitation only Recording: Edited version released free after event

This Workshop Is Complete

The April 13 workshop reached capacity and ran on schedule. Materials, recording, and the full collaborative output are being packaged for release. The next event will be online and at scale, in affiliation with law.MIT.edu.

Join the Next Event at Interlateral.com →

Participants had access to pre-reading, setup walkthroughs, and live teach-in sessions to get supported AI agents running before the workshop.

View original event listing on Stanford Law School →

Program

Monday, April 13, 2026 · 1:30–4:30 PM Pacific · Stanford Law School, Room 270. Light refreshments, coffee, and tea sponsored by CodeX.

1:30 PM
Dazza Greenwood
Welcome and workshop framing
1:40 PM
HANDS-ON EXERCISE
Agent platform introduction and agent onboarding
Give your agent Prompt 1 →
1:50 PM
Richard Tromans
What is an AI-Native Law Firm?
2:00 PM
Zack Shapiro
The Claude-Native Law Firm
2:10 PM
Helen Fan
Building AI-native law firms with agents
2:20 PM
Robert Mahari
AI agents, law, and computational law
2:30 PM
Nima Mohebbi
California proposed rules for generative AI in law practice
2:40 PM
PARTICIPANT Q&A
Participant Q&A and facilitated discussion
2:50 PM
HANDS-ON EXERCISE
Agent setup support and live platform check-in
3:00 PM
AI AGENT PARTICIPATORY DEMO: PART I
Live topic proposal and voting with participant agents
Give your agent Prompt 2 →
3:05 PM
Kyle Bahr
Quick skills demo: how agents use the SKILL file to propose and vote
3:15 PM
Olga Mack
Contracts Are Systems. Agents Are Actors: Managing the Shift from Documents to Dynamic Legal Systems
3:35 PM
AI AGENT PARTICIPATORY DEMO: PART II
Collaborative AI agent discussion across top-voted topics
Give your agent Prompt 3 →
3:50 PM
GROUP REFLECTION
Report-outs and group reflections from the collaborative AI agent session
4:00 PM
Damien Riehl
The Agentic Spectrum: Shipping Outcomes, Not Architectures
4:15 PM
Bryan Wilson
Computational Law Report announcement
4:20 PM
Matt Pollins
The Rise of Vibe Coding and AI-Native Law Firms (Prerecorded)
4:25 PM
Dazza Greenwood
Closing reflections, next steps, and community resources
4:30 PM
END
Workshop concludes

What to Expect

The workshop has two parts, moving from learning to doing. Attendees will leave with hands-on experience using real agent tools and a practical understanding of agentic workflows for professional work. The session will also explore how a new generation of AI Native lawyers and legal organizations is emerging across in-house teams, law firms, and other legal-service contexts.

Part 1: Agent Teach-In

Practical show-and-tell: learn to use AI agents by doing.

  • Guided demonstrations with OpenAI Codex, Anthropic Claude Code, and Google Gemini CLI
  • Individual exercises and group activities
  • Workflow patterns that generalize across agents and platforms, including Agent Skills
  • Guest speakers from AI Native law firms and in-house legal teams sharing how they already run professional work through AI agents

Part 2: Live Interactive Agents

Capstone participatory demo: see agents working together in action.

  • Live multi-agent collaboration on Interlateral.com
  • Participants bring their own agents into a shared working environment
  • Real-time cross-participant agent interaction
  • Experience how agentic workflows support research, drafting, analysis, and coordination

AI Native Lawyers

A new wave of lawyers and legal organizations is being built around AI agents from the start—not adding agents to existing workflows, but building the workflow around the agent. These AI Native practices span in-house corporate legal teams, new-model law firms, and emerging legal organizations. Several of our guest speakers represent this cohort; additional speakers to be announced.

In-House Legal Teams

In-house legal teams at the forefront are deploying AI agents directly into the business workflows they serve—research, contract review, compliance, and cross-functional coordination—and measuring agents against the organization's own standards, not generic benchmarks.

AI Native Law Firms

A new wave of law firms is building client service around agentic workflows from the ground up—using AI agents for research, drafting, and matter management as the foundation of practice, not an add-on to it.

Workshop Leaders

The workshop is led by Dazza Greenwood, with guest speakers representing the emerging wave of AI Native lawyers and legal organizations—spanning in-house practice, law firm work, and newly emerging legal organizations built around agentic workflows.

Instructor & Facilitator Photo of Dazza Greenwood

Dazza Greenwood

law.MIT.edu · Civics.com

Workshop design, facilitation, and framing: why legal teams need practical agent skills.
Guest Speaker Photo of Damien Riehl

Clio

Using AI agents in professional legal practice.
Guest Speaker Photo of Matt Pollins

Agents.law

Agentic legal workflows and practical applications.
Guest Speaker Photo of Bryan Wilson

Computational Law Report

AI agents and the future of computational law.
Guest Speaker Photo of Robert Mahari

Robert Mahari

Akiva AI

AI agents at the intersection of law and technology.
Guest Speaker Photo of Helen Fan

Legal AI

Building AI-Native Law Firm Publicly with Agents.
Guest Speaker Photo of Richard Tromans

Artificial Lawyer

Founder and editor of Artificial Lawyer, a leading news site dedicated to legal technology and innovation, which he established in 2016.
Featured Speaker Photo of Olga Mack

CEO, TermScout

Implications of AI agents for contract process and in-house legal practice.
Guest Speaker Photo of Zack Shapiro

The Claude-Native Law Firm

Building a law firm around Claude as the core operating layer.
Guest Speaker Photo of Nima Mohebbi

Partner, Sidley Austin

The new California proposed rules for lawyers using generative AI and AI agents in law practice.

Core Workshop Team

Core Team Photo of Kyle Bahr

Claude Cowork on Desktop

Can answer questions about Claude Cowork desktop setup and workflows.
Core Team Photo of Marcela Campos Jabór

Codex on Desktop

Can answer questions about OpenAI Codex desktop setup and workflows.

Short Talk

The Rise of Vibe Coding for Lawyers & AI-Native Law Firms

Matt Pollins delivers a fast-paced talk on the rise of vibe coding for lawyers and AI-native law firms. He covers the shift from traditional software development to AI-assisted “vibe coding,” where lawyers can build tools using natural language prompts. Matt demos live builds, walks through real projects on vibecode.law, and introduces AI Native Law Firm Index — a growing directory of AI-native law firms. The talk highlights how these tools are reshaping legal practice and lowering the barrier for lawyers to create their own technology.

Watch on YouTube →

Before You Arrive

Important: This is a hands-on session. In-person participants must arrive with a supported or approved AI agent already installed and functioning before the workshop begins.

Supported Agents

If you have any of the following agents installed on a working laptop (or available via remote access), you can participate directly in the workshop exercises and activities.

OpenAI

Codex Desktop

Official OpenAI desktop app for Codex.

Get Codex Desktop →

Codex CLI

Command-line interface for OpenAI Codex.

Get Codex CLI →

Anthropic

Claude Cowork / Claude Code Desktop

Official Claude desktop app with Claude Code built in.

Download Claude →

Claude Code CLI

Command-line interface for Claude Code.

Claude Code Docs →

Google

Antigravity Desktop

Official Google Antigravity desktop app.

Download Antigravity →

Gemini CLI

Google’s command-line interface for Gemini.

Gemini CLI Docs →

If you have a different agent that is comparably capable to the above (such as OpenClaw), you may request permission to use it. We will do a quick run-through to ensure it works well with the workshop exercises and activities.

Pre-Event Teach-Ins

Live sessions via Zoom for anyone who wants help getting a supported AI agent installed and running, or for anyone who already has one and wants a walkthrough or quick test before the April 13 workshop. Open to all registered participants.

Tue, Apr 7
Prep Session #1 — 1:00–2:00 PM Pacific / 4:00–5:00 PM Eastern
Thu, Apr 9
Prep Session #2 — 1:00–2:00 PM Pacific / 4:00–5:00 PM Eastern

Zoom link will be sent to registered participants by email. If you can, please have at least one supported agent installed before the session. Asynchronous tutorials will also be available. IDE plugins (e.g. Claude Code or Codex for VS Code) and other comparable agents like OpenClaw are also welcome — just let us know what you’re using so we can confirm compatibility.

Tutorials

Getting Started with Claude for Legal Professionals

Matt Pollins & Dazza Greenwood · Workshop Prep Session

In this practical hands-on tutorial, Matt Pollins walks you through Claude AI and shows exactly how legal professionals can start using it today. You’ll discover that Claude isn’t just one chatbot — it’s actually three powerful tools (Claude.ai, the desktop agent Claude Cowork, and the advanced agentic Claude Code). Matt explains why the agentic versions are a game-changer for law, how top engineers are already letting AI handle most of their work, and the ridiculously simple way to download the Claude desktop app and begin exploring it in under a minute.

Watch on YouTube →

Getting Started with Codex Desktop for Non-Technical Professionals

Marcela Jabór & Dazza Greenwood · Workshop Prep Session

In this practical hands-on tutorial, Dazza Greenwood hosts Marcela Jabór for a live demonstration of how non-technical professionals can deploy powerful autonomous AI agents directly on their own computers. You’ll learn how to turn an AI into a true digital coworker with access to your local files and environment. We also touch on points in the process when the user is expected to set permissions and authorizations and some of the risk-oriented balances and decisions involved in setting these configurations. Marcela walks you step-by-step through installing Codex Desktop, setting up a secure local workspace, and mastering “agentic prompting” — giving the AI a high-level goal and letting it handle the technical details on its own. Watch as the agent autonomously browses the web, runs shell scripts to download files, cleans messy HTML into readable text, performs cross-document analysis, and ultimately generates a complete, polished PowerPoint presentation from scratch — all without writing a single line of code.

Watch on YouTube →

Concept Demo for a Self-Driving Autonomous Law Firm

Antti Innanen — Lavern: A Self-Driving Law Firm

In this exclusive demo for the ComputationalLaw.org AI Agents x Law Stanford workshop page, Antti Innanen showcases Lavern (lavern.ai) — his fully agentic “self-driving law firm.” Running on a Mac Mini with 66+ specialized AI agents, it handles end-to-end legal work like a real firm: client intake by a Partner agent, task decomposition, specialist routing, internal four-eyes reviews, and autonomous “Clawern mode” that keeps working on your behalf while you sleep.

This is a future vision for AI-native law firms and autonomous business entities.

For the full story and how it works, see: I Built An Agentic Law Firm. Now What? (Artificial Lawyer)

Watch on YouTube →

Background Reading

Recommended background reading to get the most out of the workshop. Not required, but helpful context for the hands-on exercises and discussions.

This list is a work in progress and will be updated frequently. Check back for additions.

Recommended Reading

How To Train Your Agent

By Matt Pollins (Agents.law) · Jan 2026

How Skills — folders of instructions and reference materials — transform AI agents from generalists into specialists for legal tasks. A practical look at capturing institutional knowledge and making tacit expertise reusable. By one of our workshop speakers.

Read →

The Claude-Native Law Firm

Zack Shapiro · via X/Twitter

A look at what it means to build a law firm around Claude as the core operating layer — not as an add-on tool but as the foundation of how the firm works. By one of our workshop speakers.

Read →

Building AI-Native Professional Services Firms

By Daniel Martin Katz, Michael J. Bommarito II & Jillian Bommarito · 273 Ventures

A comprehensive guide to strategy, economics, and execution for firms building on AI as foundational infrastructure. Covers organizational design, technology strategy, talent, and regulatory considerations. New chapters released weekly — relevant to AI-native law firms and other AI-native professional services firms.

Read →

More Reading

How Do AI-Native Law Firms Work?

Artificial Lawyer · Mar 31, 2026

Read →

AI-Native Law Firm Directory Launches

Artificial Lawyer · Mar 30, 2026

Read →

The Three Legal AI Models for Law Firms

Artificial Lawyer · Dec 16, 2025

Read →

The New Model Army Has Arrived

Artificial Lawyer · Nov 24, 2025

Read →

Autopilots Can Absorb $60bn of Legal Work — Sequoia

Artificial Lawyer · Mar 30, 2026

Read →

California Proposes AI Amendments to Rules of Professional Conduct

State Bar of California · Public Comment Open Through May 4, 2026

Proposed amendments to six existing ethics rules (competence, client communication, confidentiality, candor to tribunals, and supervision) to clarify that traditional professional duties apply when lawyers use generative AI and AI agents. Not new rules — targeted clarifications making explicit what competent, ethical practice already requires. Directly relevant to anyone using AI agents in legal work.

Read the Proposal →

AI Agent ID: Identity, Delegation, and Accountability for Autonomous Agents

By Dazza Greenwood · Nov 2025

As AI agents move from experiments into production, who are they acting as — and who is accountable? Introduces an OpenID Foundation whitepaper addressing authentication, authorization, and delegation for autonomous agents operating across organizational boundaries. Directly relevant to the workshop’s focus on multi-agent collaboration and the Interlateral demo.

Read →

Various Posts on AI Agents: A Grounding Collection

By Dazza Greenwood · May 2025

A curated set of posts covering how AI agents are reshaping transactional systems and legal frameworks — from agency law and loyalty obligations to Agent-to-Agent protocols and error handling. Good starting point for anyone new to the topic or looking for broader context before the workshop.

Read →

Agent Skills Hub for Law

Lawvable

Discover reusable AI automations built by legal experts. Use them instantly in your favorite AI assistant. A growing library of ready-made agent skills for legal work.

Explore →

Making Legal Skills: Setting Up Claude Cowork

By Kyle Bahr · LinkedIn

A practical walkthrough of setting up Claude Cowork with custom skills, memory files, and activity logs — using complementary AI tools together rather than as competitors. Useful prep for workshop participants getting their agents ready.

Read →

Earlier Convenings

Archive of prior sessions in this series.

Custom Evals in the Legal Domain

December 3, 2025 · Stanford (Online) · 12:00–1:30 PM Pacific

Watch the Recording →

A focused, online-first session hosted from Stanford to kick off a 2026 research and convening agenda on custom AI evaluations for legal teams and other organizations deploying AI systems and AI agents.

Why this kick-off mattered

Legal and compliance teams are being asked to sign off on AI systems and AI agents that operate in high-stakes environments. Leaderboards and generic benchmarks are not enough. What they need are custom evaluations that reflect real tasks, risk tolerances, and institutional duties.

Looking toward 2026

This December 3 session served as a short, high-signal kick-off: aligning on goals, shared language, and priority use cases. The work continues in 2026 through a series of focused research sprints, working groups, and convenings on evaluation practices for legal AI and agentic systems.

The Dec 3 Brain Trust

This initial group helped set the direction for the 2026 agenda, bringing perspectives from legal practice, agent evaluation platforms, consumer protection, and computational law.

Host & Convenor Photo of Dazza Greenwood

Dazza Greenwood

law.MIT.edu · Stanford CodeX · Stanford Digital Economy Lab

Opening remarks and framing: why legal teams need custom evals, not just benchmarks.
Legal Domain Photo of Tara Waters

Tara Waters

Vals AI · TLW Consulting

Reflections on legal AI evaluation work and what matters most to law firms and clients.
Agent Measurement Photo of Roman Engeler

Roman Engeler

Co-founder & CTO, Atla

Overview of evaluating AI agents and what teams are learning in practice.
Agent Eval Infrastructure Photo of Darius Emrani

Darius Emrani

Founder, Scorecard

Agent evaluation infrastructure for high-stakes legal systems.
Fiduciary & Loyalty Photo of Dan Leininger

Dan Leininger

Consumer Reports Innovation Lab

Early thinking on measuring loyalty and duty-of-care for consumer-facing AI agents.
Computational Law Photo of Robert Mahari

Robert Mahari

Associate Director, Stanford CodeX

Computational law perspective on how evaluation connects to legal systems, precedent, and governance.

Pre-reads

Quick reads on why custom evaluations matter in law and what practitioners are learning from real-world assessments.

Beyond AI Benchmarks

By Dazza Greenwood · Sep 2025

Argues that leaders must own “evaluation-as-policy,” turning domain standards into golden datasets and LLM-judge rubrics so AI systems are measured against what the organization truly values.

Read the post →

Vals Legal AI Report (Feb 2025)

CoCounsel, Vincent AI, Harvey Assistant, Oliver · 7 legal tasks

Independent, blind evaluation across seven core legal workflows benchmarked against a lawyer control group.

Read the Feb report →

Vals Legal AI Report (Oct 2025)

Alexi, Counsel Stack, Midpage, ChatGPT · 200 research questions

Focuses on legal research quality using weighted criteria against a lawyer baseline.

Read the Oct report →

AI Agents x Law at Stanford FutureLaw

April 8, 2025 · Stanford FutureLaw Workshop

View Full Recap & Videos →

Explored contract terms for agentic transactions, authenticated delegation, and legal frameworks for AI agents. That work provides important context for the continuing focus on AI agents in law.

Key Sessions

  • Setting the Context: Dazza Greenwood
  • Legal Issues for Agents: Diana Stern
  • Authenticated Delegation: Tobin South
  • Agent Error Handling Demo: Andor Kesselman (tracking and mitigating agent mistakes)
  • Legal Practice Innovation: Damien Riehl