It’s a rare joy to work on something with real-world impact. Meet Chronos LTV, a system we built at Uber to estimate the causal, long-term impact of short-term delays. Links below.
This problem is notoriously difficult because of the cascading effects inherent in long-horizon learning: a single event does not just change a user’s current experience; it can also update hidden state (e.g., beliefs, preferences, habits) in ways that in turn would have lasting effects on future behaviors.
Chronos LTV combines ideas from Markov decision processes, off-policy evaluation in reinforcement learning, and causal inference. It then enables accurate long-horizon evaluation using observational data, without relying on expensive, long-running randomized controlled trials.
Beyond its immediate application here, I am optimistic that Chronos could also be useful in other long-horizon evaluation tasks in agentic AI and world models.
Huge congrats to our friends @jiayq, Xiang, and Junjie at Intent Lab! Solving isolated coding tasks alone is not the same as a seamless flow from intent to software. Excited to see what the team will build in the coming months!
We are starting Intent Lab, building an autonomous team we call "fleet" that turns intent into production software. Today we are sharing some early results: the fastest GLM5.2 inference engine, one shot database creation, and a fully verified agent filesystem.
https://t.co/CtwtypE0rH
POV Chinese phd students: your own coauthor praises you by coining a new "Erdos Number" but doesn't use your last name because nobody knows who's "Yang" in a "Yang Number" lol
If you are a Chinese student, do yourself a favor and start publishing under your given name (i.e., L. Fei-Fei not F. Li).
My first Independence Day as a US citizen. I came here 2005 an awkward non-English speaking teenager. I naturalized exactly 20 years later.
Thank you to so many amazing Americans that helped me on the way, of all colors and accents. On this July 4th, I’m reminded that this is a country that rewards hardwork, merit, bold imagination and the enterprising spirit. No matter your color and no matter your accents.
I’m also reminded that such values are not to be taken for granted, but to be treasured and fought for.
Happy birthday 🇺🇸🇺🇸🇺🇸