Associate Professor @ColumbiaLaw | JD @StanfordLaw PhD @StanfordAILab | tech, law, data

Joined November 2018
Really excited to share that we have a new piece out in PNAS on legal AI benchmarking from an institutional perspective. Though a huge amount has been written on the technical aspects of benchmarking (e.g., picking metrics and building datasets), relatively less has been written on the institutional design of benchmarking. The piece is about legal AI benchmarking specifically, but it contains two broader ideas which are important to larger conversations about AI governance. (coauthored with @andystruct @christinestsang @chrmanning @JulianNyarko Daniel Ho)
8
11
3
80
8,584
never.
👀 Chris Ré has left Engram.
1
8
1
134
18,248
Neel Guha retweeted
AI models can be as convincing as a lawyer, but can they complete the complex multi-step reasoning a real legal matter requires? Today we're excited to introduce LegalReasonBench, a new benchmark to explore this question and test models on realistic, long-horizon legal matters authored by practicing attorneys. More info in thread 🧵
34
45
14
247
55,150
Neel Guha retweeted
Law folks: If you’re not using Claude Code or ChatGPT’s Codex, you have no idea what you’re missing. So I’m distributing my research tools that provide a huge boost to legal scholarship. Research assistance, cite-checking, proofreading, and more (thread): danepps.github.io/legal-rese…
32
110
12
1,118
230,473
I didn’t think it was possible! But it is: The Even More Conservative Case for Class Actions! balkin.blogspot.com/2026/10/…
2
2
35
2,256
1. Our latest, Who Leads in Mass Litigation?, is forthcoming in the Harvard Law Review. With an incredible interdisciplinary team, we took a 20 year dive into lawyers steering multidistrict litigation--which accounts for ~40% of all filed federal cases. papers.ssrn.com/sol3/papers.…
1
8
1
43
6,764
Neel Guha retweeted
After three years of work, I am honored to share that my dataset of US Secretary of State speeches (1997-2026) is public! Jay Revolinsky and I introduce a novel corpus of all remarks delivered by US SoS's throughout the post-Cold War (~17,700 speeches). github.com/revolins/sos-corp…
4
27
3
136
7,299
🧵Today, I’m presenting our work on building safe and verifiable AI for the Superior Court of Los Angeles at the Ninth AAAI/ACM Conference on AI, Ethics, and Society! Our work was featured in the New York Times and I’m very excited to share it with the AI ethics community.
3
6
22
881
Excited to share my new article on appropriations law and executive power, forthcoming in the @HarvLRev. Comments are welcome! (Link below.)
3
19
2
98
8,305
Neel Guha retweeted
Today, we're killing the billable hour for patent work. Fearn Legal (@fearnlegal ) is a modern patent firm built from the ground up on our own operating system, FearnOS. What that means: → Flat fees, not hourly billing → Drafts in days, not months → Experienced patent attorneys reviewing every application → One platform for your entire portfolio, with permissions you control If you're building something worth protecting, we'd love to help.
65
46
20
490
411,779
Neel Guha retweeted
The days of waiting weeks for a patent are over. Today we’re launching Fearn, a modern patent firm with flat fees, turnaround in days, and human expertise embedded in every part of the application cycle, all built on our own operating system, FearnOS. One detail I'm especially proud of: in our editor, expert edits can't be overwritten by AI. Technology executes the mechanical work while people make the judgment calls. That's how we move fast without cutting corners. Legal services are at an inflection point. We think founders deserve a new standard, and we're excited to start delivering it.
Today, we're killing the billable hour for patent work. Fearn Legal (@fearnlegal ) is a modern patent firm built from the ground up on our own operating system, FearnOS. What that means: → Flat fees, not hourly billing → Drafts in days, not months → Experienced patent attorneys reviewing every application → One platform for your entire portfolio, with permissions you control If you're building something worth protecting, we'd love to help.
21
6
1
67
4,270
Neel Guha retweeted
Once math is solved, I’m looking forward to AI soon solving all the big open questions in law, such as whether the U.S. Constitution protects stuff that conservatives like or stuff that liberals like.
We’re working with an independent advisory group of mathematicians to help OpenAI responsibly share advances in AI and mathematics. The group will advise on how we assess and communicate new mathematical results, uphold academic and professional standards, and build tools that support mathematical research and learning. Through this work, we want mathematicians to be at the center of shaping how AI supports mathematical understanding and how its benefits reach the wider community. openai.com/index/advisory-gr…
12
11
3
289
21,252
I loved the original paper so much and this follow-up is incredible.
This quoted post is unavailable.
1
11
1,429
Neel Guha retweeted
Delighted to share my latest article, "The Jailhouse Bar." It's about how prisons regulate jailhouse lawyers, and the bar's surprising response. It's headed to @StanLRev in 2027 and will be my job talk paper this fall. Here's a recent draft: papers.ssrn.com/sol3/papers.….
4
11
2
99
8,095
Really delighted to share that I've been named one of the "Top 50 Legal Innovators in Academia" by @natlawreview and Wickard. It’s a privilege to be amongst friends, colleagues, and other individuals I’ve long looked up to! natlawreview.com/article/202…
6
7
59
5,425
Neel Guha retweeted
AI power users are showing up outside tech. The fastest-growing Codex adopters since February: Legal: 108x Sales: 41x Recruiting: 41x Marketing: 26x Healthcare: 24x Charts of the Week: a16z.news/p/charts-of-the-we…
164
381
170
2,665
555,944