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This is All an Experiment
doing our part for stronger science
Jul 14 • 
Kris Szalay
2
2

June 2025

IC50 is a deep rabbit hole
On harmonizing data, because ground truth in biology is unlike text
Jun 30 • 
Kris Szalay
5

May 2025

Why can we predict biology?
and what are we really predicting?
May 22 • 
Kris Szalay
2

April 2025

Pretraining virtual cells is useless
the way we do it now
Apr 16 • 
Kris Szalay
3

January 2025

How to make data points worthwhile?
Over the years as we worked with more and more clients, we encountered training data in all shapes and sizes.
Jan 11 • 
Kris Szalay
1

October 2024

In defense of RNASeq
We only use DNA and RNA for defining a cell (whether it’s a patient cell, PDX or cell line).
Oct 24, 2024 • 
Kris Szalay
2
So how do you benchmark biology?
This is a human-readable summary of the EFFECT paper.
Oct 7, 2024 • 
Kris Szalay
1

September 2024

Do cell foundation models work?
Biology is hard, and it’s very easy to accidentally produce misleading results.
Sep 23, 2024 • 
Kris Szalay
1
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