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Posts by Seemay Chou

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New nonprofit launches with at least $500 million to modernize scientific process for AI era A new nonprofit called Radial is launching with at least $500 million to modernize the scientific process for the AI era.

We're expanding our life sciences work through a new division Radial led by
@beckypferdehirt.bsky.social as CEO. Becky will work closely w @pracheeac.bsky.social & @seemaychou.bsky.social to lead experiments with approaches to enabling and publishing science 1/

www.statnews.com/2026/03/11/r...

1 month ago 6 3 2 1

will give it a read, added to my list for the weekend!

5 months ago 1 0 0 0

😆

5 months ago 2 0 0 0
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Big experiments are only big if they can fail Some reflections on Arena Bioworks' unexpected wind down as a fellow institutional experimentalist

We’ve been heads down @ArcadiaScience for a bit but the @arenabioworks news this week caused me to dump thoughts. hard things are hard; don’t be such a fucking hater. Reflections on parallels w our own institutional experiment here seemay.substack.com/p/big-experi...

5 months ago 11 6 3 1

this is most of all true for the actual trainees. protecting them can inadvertently block them from opportunities they want. don't be that guy

6 months ago 2 0 0 0

overall, way fewer people are arguing against our policy as change seems inevitable now

6 months ago 2 0 1 0

A few quick bullets: protecting trainees from career risk is a common argument

6 months ago 0 0 1 0
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Why careerism can be bad for science training Some field notes from scholarly publishing discussions with scientists

I spend a lot of time talking to potential grantees about our open science policy. Some field notes here:
open.substack.com/pub/seemay/p...

6 months ago 6 3 1 1
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Diffuse Project Interest Form Interested in the Diffuse Project? Please provide your information to help us shape community engagement and potentially direct you to the right project member.

Want to get involved, share your ideas, or just stay in the loop with email updates? Let us know here: forms.gle/37pK2smABwbg...

8 months ago 1 3 0 0

A note in here for other science philanthropists… we have a chance rn to help scientists rethink systems, technical & operational. They’re game to take useful risks, let’s help them. Coming soon: more open science research, experimenting outside journals… seemay.substack.com/p/from-syste...

8 months ago 6 1 0 0

It will certainly be important to include more modalities (and scientists) beyond X-ray, which we hope to do in the future! Lots of fun work to be done to ensure interoperability in that way

8 months ago 1 0 0 0

Haha I love that, thanks for actually clicking the link 😂

8 months ago 0 0 0 0

We are thrilled to be part of Project Diffuse, building infrastructure for the dynamic future of structural biology.

We are helping to lead the modeling and encoding efforts of this project, including designing infrastructure that allows AI to learn from the full complexity of experimental data.

8 months ago 9 3 2 1
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From systems operators to systems architects Going up a level from data generation to think about the data systems we design and embed

Oops fixed! Also here seemay.substack.com/p/from-syste...

8 months ago 1 0 1 0
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From systems operators to systems architects Going up a level from data generation to think about the data systems we design and embed

More on our reflections here seemay.substack.com/p/from-syste...

8 months ago 0 0 0 1
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From systems operators to systems architects Going up a level from data generation to think about the data systems we design and embed

Announcing the Diffuse Project! We're unlocking protein dynamics through diffuse X-ray scattering - the overlooked signal that could revolutionize how we understand protein motion. seemay.substack.com/p/from-syste...

8 months ago 9 6 1 1

Doing this will require co-iterating across an entire data system, not just refining one part. And we're experimenting with how to share all of this (our real-time thinking, pivots, tools, data) openly and quickly all outside of traditional journals

8 months ago 1 0 1 0
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Tldr, we're focusing on diffuse scattering, which is the messier background signal in X-ray diffraction images. These data are often tossed because they're complex, but this complexity is where so much of the interesting biology sits

8 months ago 3 0 1 0

Our take: more of the same data won't get us there. We're bringing together top experts across almost every node of the X-ray pipeline to generate the right kind of data to model ensembles of different protein conformations. Think: pictures to movies

8 months ago 2 0 2 0

We're dreaming about the next frontier in structural biology: protein motion. Understanding how proteins move will be the next big unlock for predicting function

8 months ago 3 0 1 0
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The Diffuse Project The Diffuse Project

What’s the next PDB? Maybe it’s …the PDB.

We just launched @diffuseproject.bsky.social a structural biology initiative exploring protein motion & rethinking how we generate and use experimental data. Quick 🧵👇

www.diffuse.science

8 months ago 53 15 4 5
Meet Ciona intestinalis
Meet Ciona intestinalis YouTube video by Arcadia Science

Most importantly, first in our new series of organismal spotlight shorts (open source illustrations coming soon!). Sea squirts! www.youtube.com/watch?v=-E9T...

8 months ago 3 0 1 0
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Zoogle Suggested We Try a Sea Squirt, So We Did It’s true that no model is perfect, but how can we find ones that are less wrong? We’re excited to announce two research partnerships investigating predicted matches between diseases and research orga...

Wrote up a post summarizing some of our big picture lessons on bottlenecks, such as difficulties in finding tacit "folklore" knowledge in organismal systems arcadiascience.substack.com/p/zoogle-sug...

8 months ago 1 0 1 0

Hoped others would jump on it, but wasn't super straightforward so we ran with some predictions ourselves. Ultimately collaborating with sea squirt and choano experts to scope some pilots (biggest filter was finding people willing to publish openly/rapidly but we prevailed!)

8 months ago 1 0 1 0
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Zoogle | Arcadia Organism Selection Portal Search for the best predicted organismal models for human genes.

We recently released the Zoogle dataset, which uses our workflows and publicly avail data to quantify how well different organisms model specific human genes/diseases. zoogle.arcadiascience.com/about

8 months ago 2 1 1 0

After many yrs building internally @arcadiascience.com we're now able to partner more with others on cool organisms. You won't hurt my feelings if you don't read my post, but don't miss out on our first organismal spotlight animation featuring sea squirts -- just skip to the bottom! 🧵

8 months ago 18 3 1 0

Props to those taking the first steps. Those first steps are scary, messy, and the only guarantees I can offer is that now we have a chance at something better. More announcements in coming months.

10 months ago 2 0 0 0

In the last 48h since announcing our policy, 4 academic PIs decided that they can indeed take this risk w us. They aren't the glam journal "elite" but they're damn good scientists. They're on the more junior side, and that's fucking awesome because they're our future.

10 months ago 1 0 1 0

#2 is actually a made-up concern in at least 50% of the cases that I help people work through. When you start talking to the real people involved, students are often hungry to try a different way but don't think their PIs will "let" them.

10 months ago 2 0 1 0

#1 makes sense because they actually think they have the most to lose since their success was built on the existing system. Why would they give up a winning hand even if it's in a broken game?

10 months ago 1 0 1 0