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Devansh Devansh

Devansh Devansh

Co-Founder & Head of AI at Irys legal AI startup; leader of 1.5M+ person Chocolate Milk Cult community writing on AI systems and infrastructure

Jul 13, 2026

Data Driven

Data Driven

Demystifying State in AI: Smarter Reasoning and Real-World Legal Applications

Jul 13 · 45m

speaker_2UNKNOWN
6:24
What
Devansh Devansh
Devansh DevanshGUEST
6:24
kinds of investments will that make it? And generally, if you look at there's some really good researchers and work, even I recommend.
Devansh Devansh
Devansh DevanshGUEST
6:31
None of them have an opinion per se.
Devansh Devansh
Devansh DevanshGUEST
6:34
Or they have very minimal opinions.
Devansh Devansh
Devansh DevanshGUEST
6:36
They try to be as.
Devansh Devansh
Devansh DevanshGUEST
6:38
Close to the papers as possible while.
Devansh Devansh
Devansh DevanshGUEST
6:41
What I did, because I came from, but you can't do that.

9 MINS LATER

Frank La Vigne
Frank La VigneHOST
15:51
They're related, but they're not semantically obviously related.

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