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Without Form and Void: Learning the Residual of Bioprocess Scale
We argue that encoding Galileo's Similarity Theories as ML inductive biases is the only way to transform bioprocess scaling from alchemical art into a…
Apr 2
•
Simon Barnett
and
Bauer LeSavage
3
March 2026
The Melting Point
We applied autoresearch to protein thermostability, giving AI agents two levels of freedom pitted against Bayesian optimization, and learned when…
Mar 23
•
Frank Gao
9
1
December 2025
On the Foundations of Machine Reasoning
Our effort to imbue machines with human-like cognition is fledgling, leaving today’s AI systems in an uncanny valley. Will they emerge with…
Dec 18, 2025
•
Simon Barnett
and
Bauer LeSavage
9
1
1
Pretraining: The First Scaling Frontier
Modern AI models are built on the idea that increasing data, model size, and compute drives major performance gains. As these features become harder to…
Dec 11, 2025
•
Bauer LeSavage
and
Simon Barnett
16
2
5
September 2025
Neuroinflammation: Rethinking Treatment of Brain Disorders
After years of clinical setbacks and deprioritization in neuro drug development, could targeting the brain’s immune system as a new therapeutic…
Sep 4, 2025
•
Bauer LeSavage
18
5
1
June 2025
ASCO 2025: Themes & Takeaways
After attending this year's ASCO conference, we've distilled a list of key concepts spanning checkpoint inhibition, TCR-inspired drugs, tackling…
Jun 18, 2025
•
Simon Barnett
and
Bauer LeSavage
6
Enlicitide: A Curious(er) Macrocycle
Macrocyclic compounds lend themselves to interesting pharmacology. Merck's emerging PCSK9 inhibitor for "bad" cholesterol is no different. Will it…
Jun 13, 2025
•
Simon Barnett
6
1
May 2025
Don't Fall in Love with Your Molecule
Technical success doesn't guarantee market success. This essay explores how target product profiles align discovery with demand to build enduring…
May 15, 2025
•
Simon Barnett
25
4
3
February 2025
CTRL + ALT + DEPLETE
Resetting a dysfunctional immune system via the selective depletion of rogue cells is an emerging therapeutic strategy, having matured in the oncology…
Feb 24, 2025
•
Bauer LeSavage
15
December 2024
NeurIPS 2024 Open Notes
Our team visited Vancouver to attend NeurIPS 2024. These are our initial notes from many of the AI x Biology workshops.
Dec 22, 2024
•
Simon Barnett
and
Bauer LeSavage
10
2
MoML 2024 Open Notes
Our team recently attended the MoML Conference in Boston. We've curated a selection of our notes to push out into the open. Enjoy!
Dec 14, 2024
•
Simon Barnett
9
2
4
October 2024
RMC-6236: A Curious Macrocycle
Macrocycles are a potent, intriguing class of therapies that are growing in importance. Revolution Medicines' RMC-6236 is a perfect example.
Oct 11, 2024
•
Simon Barnett
8
1
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