In Case You Missed It (Law)
Digest for Thursday July 3, 2025

Greetings, my name is David Colarusso. I'm the co-director of Suffolk University Law School's Legal Innovation & Technology (LIT) Lab. With one foot in law and the other in tech, I really want the open web to thrive. So I created a bot (@icymilaw.org) and this site to help folks discover great law-themed content while showing off what one can do with sufficiently open protocols. Note, the number of fire emoji represent how many standard deviations more popular a link is than the average link observed in its category.

If you like these, you'll ❤️ this open source client-side algorithmically-driven RSS reader.

News-like Links

A collection of links shared recently¹ by legal-type folks² with URLs that look like they point to news articles,³ sorted by popularity.

  1. Top F.D.A. Official Overrode Scientists on Covid Shots  🔥🔥🔥🔥🔥
  2. Trump Announces Preliminary Trade Pact With Vietnam  🔥🔥🔥🔥
  3. Pardoned Jan. 6 Rioter Who Threatened Police Joins Justice Dept.  🔥
  4. U.S. Firms Cut Jobs for First Time in Two Years, ADP Report Shows  🔥
    American employers shed 33,000 staff last month, a new report showed, in an unexpectedly weak readout on U.S. labor-market health. The ADP data undershot consensus expectations for job growth of 100,0...
  5. C.I.A. Says Its Leaders Rushed Report on Russia Interference in 2016 Vote 

Blog-like Links

A collection of links shared recently⁴ by legal-type folks⁵ with URLs that look like they point to blogs/newsletters,⁶ sorted by popularity.

  1. Snapshot: "Alligator Alcatraz" is a Concentration Camp  🔥🔥🔥
    Let's not be amused. Let's recognize the regime is escalating its hateful plan.
  2. A Court Without the Range 
    The Reconstruction Court 2.0 ...
  3. Denaturalization is a Stark Threat to All Citizenship 
    I want to focus your attention on this new piece by Josh...
  4. July 2, 2025 
    The Senate’s passage of its version of the budget reconciliation bill yesterday sent House members rushing back to Washington today to debate passing what the Senate had sent them.
  5. SCOTUS's parental rights messages: Protect anti-LGBTQ views, ignore LGBTQ people 
    The court protected religious parents' rights in a case over LGBTQ-related books in classrooms. Days later, the court turned away requests from parents of trans kids.

AI & The Law Links

A collection of links shared recently⁷ on Bluesky that look like they talk about AI & the law,⁸ sorted by popularity.

  1. Senate Removes Tax Bill Provision Limiting State AI Regulation  🔥🔥🔥🔥🔥
    The Senate killed a controversial effort to prevent US states from regulating artificial intelligence, marking a loss for the Silicon Valley leaders and White House officials who pushed the measure.
  2. In dramatic reversal, Senate votes to kill AI-law moratorium  🔥🔥
    A GOP-led bid to stop states from regulating AI collapsed after a deal to save it fell through.
  3. Ted Cruz gives up on AI law moratorium, joins 99-1 vote against his own plan 
    The one vote backing moratorium on state AI laws came from Thom Tillis, not Cruz.
  4. Slow Vote-a-Rama to Nowhere 
    Little progress and much confusion as the Senate slogs it out through the night.
  5. Representatives | house.gov 

Law Review-like Links

A collection of links shared recently⁹ on Bluesky that look like they point to papers in law journals or the like,¹⁰ sorted by popularity.

  1. NetChoice and Telecom Law's First Amendment  🔥
    Over the past quarter-century, industrial speech law and policy have converged on novel First Amendment questions about the regulation of the dominant Internet ...
  2. Introduction to Intellectual Property Law  🔥
    This one-day teaching module provides an introduction to U.S. intellectual property law, including trade secrets, utility patents, design patents, copyrights, a ...
  3. What Hath Obergefell Wrought 
    Ten years have passed since the United States Supreme Court decided Obergefell v. Hodges. According to Justice Kennedy’s majority opinion—and the Court’s i ...
  4. Executive Summary: Administrative Decision-Making in Patent Proceedings: Expert Testimony Effectiveness and Institutional Patterns 
    When Google challenged Singular Computing's Low Precision High Dynamic Range patents across six Inter Partes Review proceedings, the lit ...
  5. Legislative Design and the Controllable Costs of Special Legislation 
    Legislation that singles out an identifiable individual for benefits or harms that do not apply to the rest of the population is called “special legislation.” I ...

AI Paper-like Links

A collection of links shared recently¹¹ on Bluesky that look like they point to papers on AI,¹² sorted by popularity. Wondering why this section is on a site about the law? Well, I teach a course on AI & the Law, and it turns out that understanding this stuff is super important to figuring out what the law might have to say. So, I figured since I was sharing lists, I might as well share this one too.

  1. When AI Co-Scientists Fail: SPOT-a Benchmark for Automated Verification of Scientific Research  🔥🔥🔥🔥
    Recent advances in large language models (LLMs) have fueled the vision of automated scientific discovery, often called AI Co-Scientists. To date, prior work casts these systems as generative co-author...
  2. The time course of visuo-semantic representations in the human brain is captured by combining vision and language models  🔥🔥🔥🔥
    The human visual system provides us with a rich and meaningful percept of the world, transforming retinal signals into visuo-semantic representations. For a model of these representations, here we lev...
  3. A Common Pool of Privacy Problems: Legal and Technical Lessons from a Large-Scale Web-Scraped Machine Learning Dataset  🔥🔥
    We investigate the contents of web-scraped data for training AI systems, at sizes where human dataset curators and compilers no longer manually annotate every sample. Building off of prior privacy con...
  4. Estimating Correctness Without Oracles in LLM-Based Code Generation  🔥
    Generating code from natural language specifications is one of the most successful applications of Large Language Models (LLMs). Yet, they hallucinate: LLMs produce outputs that may be grammatically c...
  5. Empirical evidence of Large Language Model's influence on human spoken communication  🔥
    From the invention of writing and the printing press, to television and social media, human history is punctuated by major innovations in communication technology, which fundamentally altered how idea...
  6. Small Language Models are the Future of Agentic AI  🔥
    Large language models (LLMs) are often praised for exhibiting near-human performance on a wide range of tasks and valued for their ability to hold a general conversation. The rise of agentic AI system...
  7. Sequential Diagnosis with Language Models  🔥
    Artificial intelligence holds great promise for expanding access to expert medical knowledge and reasoning. However, most evaluations of language models rely on static vignettes and multiple-choice qu...

The High Score

The 20 accounts most reposted by @icymilaw.org over the past week¹³ (the list below is updated every Sunday). High Score, get it? One Score = 20, as in, "four score and seven years ago." ;)

  1. Law + Tech News Bot (@news.bot.suffolklitlab.org)
  2. Aaron Reichlin-Melnick (@reichlinmelnick.bsky.social)
  3. ICYMI (Law) (@icymilaw.org(promoted)
  4. Steve Vladeck (@stevevladeck.bsky.social)
  5. Joyce White Vance (@joycewhitevance.bsky.social(promoted)
  6. Evan Bernick, a finite mode with a smol hooman and a lorg floof (@evanbernick.bsky.social)
  7. Chris Geidner (@chrisgeidner.bsky.social)
  8. Leah Litman (@leahlitman.bsky.social)
  9. Barred and Boujee and NEWLYWED aka Madiba Dennie (@audrelawdamercy.bsky.social(promoted)
  10. Anthony Michael Kreis (@anthonymkreis.bsky.social(promoted)
  11. Michael Li (李之樸) (@mcpli.bsky.social(promoted)
  12. Jessica Pishko (@jesspish.bsky.social(promoted)
  13. Dan Izzo (@izzos.us(promoted)
  14. Mike Masnick (@mmasnick.bsky.social(promoted)
  15. Jacob T. Levy (@jacobtlevy.bsky.social(promoted)
  16. Nicholas Grossman (@nicholasgrossman.bsky.social)
  17. Jay Willis (@jaywillis.net(promoted)
  18. Gabriel Malor (@gabrielmalor.bsky.social(promoted)
  19. Andy Craig (@andycraig.bsky.social(promoted)
  20. Siva (@sivav.bsky.social(promoted)
  21. Corey Rayburn Yung (@coreyryung.bsky.social(relegated)
  22. David Burbach (@dburbach.bsky.social(relegated)
  23. David Menschel (@davidmenschel.bsky.social(relegated)
  24. Joe Dunman (@joedunman.bsky.social(relegated)
  25. John Pfaff (@johnpfaff.bsky.social(relegated)
  26. Popehat’s Interests First (@kenwhite.bsky.social(relegated)
  27. Justin Hendrix (@justinhendrix.bsky.social(relegated)
  28. Lawrence Hurley (@lawrencehurley.bsky.social(relegated)
  29. Lawfare (@lawfaremedia.org(relegated)
  30. Brian Finucane (@bcfinucane.bsky.social(relegated)
  31. Max Kennerly (@maxkennerly.bsky.social(relegated)
  32. emptywheel (@emptywheel.bsky.social(relegated)
  33. Adil Haque (@adhaque.bsky.social(relegated)

This link was also in yesterday's digest.
¹ Approx. 1 day lookback.
² Attorneys, law profs, et al.
³ News-like links (law)
Supra note 1.
Supra note 2.
Blog-like links (law)
⁷ Approx. 3.5 days lookback.
AI & the Law
⁹ Approx. 1 week lookback.
¹⁰ Law Review-like
¹¹ Supra note 9.
¹² AI Papers et al.
¹³ High Score

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