The Polymathic AI Collaboration. Shared account.
Joined September 2023
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PolymathicAI retweeted
1/7 Frontier LLMs make powerful agents, but communication with other models hits a bottleneck: translating high-dimensional representations into human-understandable forms. AI Mindmeld connects them directly, opening up information an agent may never know to ask for.
ALT AI Mindmeld cartoon. Left: a specialist reads a detailed schematic and describes it as “A gear, some pipes...” while the LLM draws a sparse sketch. Right: specialist and LLM share the detailed schematic through the Latent Interconnect Protocol.
PolymathicAI retweeted
Announcing FlashMap: a new speculative decoding algorithm based on flow maps! >6x faster inference on Qwen3-8B 🧵
Project page: jshen.net/flashmap
arXiv: arxiv.org/abs/2610.24365
w/ @Jay41969851 @_ryantlee @jonathanmay @cosmo_shirley
PolymathicAI retweeted
"The world is predictable in the right coordinates. The open question is whether a model can learn those coordinates on its own."
World model for Physics conference in Aspen coming winter 2027! Application deadline October 5 !
organized by @randall_balestr @KempeLab @ylecun and me 😀
PolymathicAI retweeted
1/ At @PolymathicAI, we have been asking:
What does it take to integrate general LLM agents with specialized scientific software?
Today, I am happy to announce Agent Rosetta, an LLM agent to support scientists in real-world protein design tasks using the Rosetta Modeling Suite.
1/ NMR is one of the most important tools for figuring out molecular structure that's used across chemistry, biology, materials science, and drug development.
Collecting the data is routine, interpreting it can take days, sometimes years 😮
We built an AI agent for this 🧵
5/ Spotlight presentation tomorrow Saturday 11th at the AI4Science workshop #ICML2026
Info:
🎙️Spotlight talk: 10:20 AM, Hall C
📌 Poster: 4:00–5:00 PM, Hall C
Come say hi!
Interested in building the next generation of AI for fluid dynamics?
We're looking for a Research Scientist / Postdoctoral Researcher at Polymathic AI in New York to develop foundation models for computational fluid dynamics.
Interest form: forms.gle/7n4mrJyEJjmb4W8S9
PolymathicAI retweeted
Want to apply principled Bayesian methods to Large scientific foundation models?
Join @PolymathicAI and @EmtiyazKhan at Adaptive Bayesian Intelligence to explore the boundaries of SOTA large models for scientific data and Bayesian Principles in Tokyo 🗻 , Germany 🍺 and NYC 🍎!
post-doc: apply.interfolio.com/184211
research-scientist: apply.interfolio.com/184213
PolymathicAI retweeted
Happy to announce the partnership between @relativityspace and @PolymathicAI to explore Mars!! 🤩
Come work with real rocket scientists, astrophysicists and AI experts to explore Mars ❣️
Links:
job-boards.greenhouse.io/rel…
job-boards.greenhouse.io/rel…
Are chemists done & is NMR solved? Not so fast! 🤔
Outperforming software is not the goal, to be truly useful, AI needs to operate like a human chemist under real lab conditions.
✨Check our #ICML2026 AI4Science Spotlight!
🔗OpenReview: openreview.net/forum?id=hsfH…
Thread 🧵
(1/7)
New Anthropic Science Blog: Making Claude a chemist.
To manipulate a molecule, chemists first need to understand its structure. Their main tool is NMR spectroscopy.
We found Opus 4.7 matches—and on some tasks beats—dedicated NMR software. Read more: anthropic.com/research/makin…
There’s still a long way to go! The pipeline for small organic molecules can be improved and we will perform more evals, but that it's just scratching the surface…
If you work on NMR spectroscopy, let’s work together🙂
Stay tuned for the camera-ready version!
(6/7)
Shout-out to the team @irina_espejo @damon_hinz @HaewonJeong00 @cosmo_shirley and to our generous funders and institutions @schmidtsciences @NYUDataScience @FlatironInst @SimonsFdn
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