gemma4 is really great. results comparable to sonnet 4.6 but costs pennies.
Minsuk Chang
@minsuk.bsky.social
Research Scientist @ Google Deepmind. Opinions are my own. minsukchang.com
my side project budgets are basically $0, so the new gemini flex pricing in AI.dev is actually saving my life ๐ 50% discount if you don't need instant responses! perfect for background agents, batch jobs, or evals while you sleep or go watch robot cage fights ๐ธ๐ ai.google.dev/gemini-api/d...
New paper: โ๐ ๐๐ก๐๐จ๐ซ๐ฒ ๐จ๐ ๐๐ฉ๐ฉ๐ซ๐จ๐ฉ๐ซ๐ข๐๐ญ๐๐ง๐๐ฌ๐ฌ ๐๐ก๐๐ญ ๐๐๐๐จ๐ฎ๐ง๐ญ๐ฌ ๐๐จ๐ซ ๐๐จ๐ซ๐ฆ๐ฌ ๐จ๐ ๐๐๐ญ๐ข๐จ๐ง๐๐ฅ๐ข๐ญ๐ฒโ Agent-based models of social order work better when agents act by predictive pattern completion from prefix (culture/context) to suffix (action) than when they act through expected value maximization
To anyone encountering Moltbook this week and wondering about AI personhood, consciousness, sentience, etc---we published a very relevant paper in October: A Pragmatic View of AI Personhood. arxiv.org/abs/2510.26396
๐จ ๐ฌ PhD positions at Google DeepMind in France ๐ซ๐ท We are advertising Master Level Intern positions at Google DeepMind within our Frontier AI Unit. These could lead to co-advised PhD positions with Google DeepMind and French academic institutions. job-boards.greenhouse.io/deepmind/job...
Stagiaire de niveau Master, France / Master Level Intern, France
Grenoble, France ; Paris, France
job-boards.greenhouse.io
cool class alert @ UW: Prototyping with AI for Performing Arts docs.google.com/document/d/e...
Flyer: Prototyping with AI for Performing Arts
docs.google.com
Heads up! ๐จ Mark your calendar for next week! ๐จ More games to be released on the @kaggle.com Game Arena!!! ๐๐ See how foundations models perform at poker โฃ๏ธโฅ๏ธโ ๏ธโฆ๏ธ and werewolf ๐ซ๐บ!! And more Chess results too! ๐ง โ๏ธ ๐คฉ ๐คฉ ๐คฉ
๐ Mark Your Calendar: Live Game Arena Event This Monday! We are releasing two new games, Poker and Werewolf, along with an updated Chess leaderboard next Monday, February 2, running daily from 9:30 AM PT to 11:30 AM PT through February 4
@waymo.bsky.social Waymoโs biggest missed opportunity is not being the official chauffeur for everyone under 16. Safe, tracked, and never gets tired of "Golden" on repeat. Letโs make it happen. Waymo Junior.
opendoor, opentable, openai, what else are we going to open?
๐ Join the Gemini 3 global hackathon for early API access to build next-gen apps! Weโve got $100k in prizes + funding opportunities for the best builds. If you've yearned to start a passion project or to kick the tires on an idea for a company, there's never been a better time. gemini3.devpost.com
If you're are an HCI student navigating the industry job market, hereโs my unsolicited take on why you should stop defending 'human-centeredness'. Iโm rarely right. Read at your own risk: minsukchang.com/blog/2026-01...
minsukchang.com
People wanted our Open Source Organizations starter pack to include many projects, so we decided to give them their own starter pack. go.bsky.app/HvKFRKa
Open Source projects
Join the conversation
go.bsky.app
Recently went to Goodwill for a ceramic planter. Left with Michelle Obama's autobiography for $2 instead (there were three of them???) Still looking for the planter...
All this just to remind the timeline that Eintracht Frankfurt is the greatest football club on earth. I will die on this hill. ๐ฆ โ๏ธ #SGE
In the month of December, Seattle (where I live now) gets 52.9 hrs of sunlight on average, London (where my employer is) gets 52 hrs, Frankfurt (where I grew up) gets 41. Seoul gets 152.6 hrs, more than all three put together.
In the month of December, Seattle (where I live now) gets 52.9 hrs of sunlight on average, London (where my employer is) gets 52 hrs, Frankfurt (where I grew up) gets 41. Seoul gets 152.6 hrs, more than all three put together.
Please welcome Google's Open Source efforts to Blue Sky at @opensource.google!
Okay people. I've achieved Nobel Trajectory on this Tenure-track game (tenuretrack.vercel.app/game2d.html) Kangwook (kangwooklee.com) made. This is going into my faculty application if I ever apply.
Gentle reminder for the RL folks out there: RLC 2026 โ Montreal ๐จ๐ฆ (Aug 16โ19) Abstract: Mar 1 | Submission: Mar 5 (AOE) | rl-conference.cc/callforpaper... Looking forward to receiving your submission!
RLJ | RLC Call for Papers
rl-conference.cc
I started a crowdsourced meta-project to list all the other crowdsourced mathematical research projects that are currently active and seeking participants: mathoverflow.net/questions/50...
List of crowdsourced math projects actively seeking participants
I believe that with the advent of modern online collaboration platforms (such as Github), proof assistant languages (such as Lean), and (potentially) AI tools, there are many emerging opportunities...
mathoverflow.net
My colleague Sanjay Ghemawat & I have done a fair bit of performance tuning of various pieces of code. We wrote an internal Performance Hints document ~2 years ago as a way of identifying some general principles & we've recently published a version of it externally. Doc: abseil.io/fast/hints.h...
Come be our colleague in the robotics and embodied intelligence center at NYU! ๐ท Professor in Robotics / Embodied AI (Open Rank) apply.interfolio.com/176977 ๐ท Faculty Fellow in Robotics / Embodied AI apply.interfolio.com/177077
Apply - Interfolio {{$ctrl.$state.data.pageTitle}} - Apply - Interfolio
apply.interfolio.com
Physical Intelligence has a recipe for real world RL on top of VLAs and it looks impressive: www.pi.website/blog/pistar06
A VLA that Learns from Experience
A method for training our generalist policies with RL to improve success rate and throughput on real-world tasks.
pi.website
I'm hiring a student researcher for next summer at the intersection of MARL x LLM. If you're a phd student with experience in MARL algorithm research, please apply and drop me an email so that I know you've applied! www.google.com/about/career...
Student Researcher, PhD, Winter/Summer 2026 โ Google Careers
google.com
Trying to keep my professional chill but Iโm SO excited Carnegie Mellon is launching a cluster hire in computational humanitiesโMULTIPLE JOBS! 1. Asst Teaching Track Prof in Computational Humanities - apply.interfolio.com/173622 2. Asst Tenure Track Prof in CH - apply.interfolio.com/173626
Our NeurIPS submission arxiv.org/abs/2502.08938 did not get in, but it's one of my favorite papers and I think one of the better papers we've ever put out so I want to highlight it
Reevaluating Policy Gradient Methods for Imperfect-Information Games
In the past decade, motivated by the putative failure of naive self-play deep reinforcement learning (DRL) in adversarial imperfect-information games, researchers have developed numerous DRL algorithm...
arxiv.org
Do you have a PhD (or equivalent) or will have one in the coming months (i.e. 2-3 months away from graduating)? Do you want to help build open-ended agents that help humans do humans things better, rather than replace them? We're hiring 1-2 Research Scientists! Check the ๐งต๐