Brian Naughton
@btnaughton.bsky.social
genetics/data/programming. ex-Hexagon, ex-Stanford ex-23andMe ex-TCD http://blog.booleanbiotech.com 🇮🇪
Excellent, comprehensive rundown of the state of bio lab automation by @owlposting1.bsky.social
In retrospect, it's an important topic that has had almost zero discussion over the years!
A fun surprise to see some decade-old(!) work show up in there too.
www.owlposting.com/p/heuristics...
In retrospect, it's an important topic that has had almost zero discussion over the years!
A fun surprise to see some decade-old(!) work show up in there too.
www.owlposting.com/p/heuristics...
February 9, 2026 at 5:02 PM
Excellent, comprehensive rundown of the state of bio lab automation by @owlposting1.bsky.social
In retrospect, it's an important topic that has had almost zero discussion over the years!
A fun surprise to see some decade-old(!) work show up in there too.
www.owlposting.com/p/heuristics...
In retrospect, it's an important topic that has had almost zero discussion over the years!
A fun surprise to see some decade-old(!) work show up in there too.
www.owlposting.com/p/heuristics...
Great piece on antibody developability in the AI era by Adil Yusuf
ayusuf.substack.com/p/developabi...
ayusuf.substack.com/p/developabi...
Developability comes for free...?
Did AI de novo antibody generation models learn developability properties without explicitly being trained on this?
ayusuf.substack.com
January 29, 2026 at 1:53 PM
Great piece on antibody developability in the AI era by Adil Yusuf
ayusuf.substack.com/p/developabi...
ayusuf.substack.com/p/developabi...
github.com/adaptyvbio/p...
Very cool Claude skills for protein design from x.com/CotetTudor and Adaptyv.
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Very cool Claude skills for protein design from x.com/CotetTudor and Adaptyv.
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
January 19, 2026 at 4:36 PM
github.com/adaptyvbio/p...
Very cool Claude skills for protein design from x.com/CotetTudor and Adaptyv.
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Very cool Claude skills for protein design from x.com/CotetTudor and Adaptyv.
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Very cool Claude skills for protein design from x.com/CotetTudor and Adaptyv.
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm also happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm also happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Tudor-Stefan Cotet (@CotetTudor) / X
Tudor-Stefan Cotet (@CotetTudor) / X
x.com
January 19, 2026 at 4:35 PM
Very cool Claude skills for protein design from x.com/CotetTudor and Adaptyv.
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm also happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Their standard pipeline should enable anyone (+Claude) to easily design binders at close to state of the art!
I'm also happy to see it uses my biomodals repo in parts github.com/hgbrian/biom...
Reposted by Brian Naughton
finally wrote up some notes on the adaptyv competition: blog.escalante.bio/180-lines-of....
~180 lines of code to win the in silico portion of the Adaptyv Nipah binding competition
Here's the script we used to get 1st place in the in silico portion of the Adaptyv Nipah competition:
import modal
def download_boltz2():
from mosaic.models.boltz2 import Boltz2
Boltz2()
...
blog.escalante.bio
January 8, 2026 at 3:50 PM
finally wrote up some notes on the adaptyv competition: blog.escalante.bio/180-lines-of....
Blogpost: I took an oral probiotic for a month and did microbiome sequencing at @Plasmidsaurus.
blog.booleanbiotech.com/oral-microbi...
blog.booleanbiotech.com/oral-microbi...
Boolean Biotech
blog.booleanbiotech.com
January 4, 2026 at 4:41 PM
Blogpost: I took an oral probiotic for a month and did microbiome sequencing at @Plasmidsaurus.
blog.booleanbiotech.com/oral-microbi...
blog.booleanbiotech.com/oral-microbi...
Releasing alignism, a small tool that I have found useful for doing multiple sequence alignment in browser.
hgbrian.github.io/alignism/
- The hard work was done by the awesome biowasm team!
- Does tree building too
- V fast compared to e.g., muscle on EBI
- Not tested that much!
hgbrian.github.io/alignism/
- The hard work was done by the awesome biowasm team!
- Does tree building too
- V fast compared to e.g., muscle on EBI
- Not tested that much!
December 30, 2025 at 5:16 PM
Releasing alignism, a small tool that I have found useful for doing multiple sequence alignment in browser.
hgbrian.github.io/alignism/
- The hard work was done by the awesome biowasm team!
- Does tree building too
- V fast compared to e.g., muscle on EBI
- Not tested that much!
hgbrian.github.io/alignism/
- The hard work was done by the awesome biowasm team!
- Does tree building too
- V fast compared to e.g., muscle on EBI
- Not tested that much!
Great! If each student signs up for modal you'd get $$$ in free compute.
December 26, 2025 at 4:56 PM
Great! If each student signs up for modal you'd get $$$ in free compute.
I semi-vibe coded a frontend for all the protein folding tools I've been running. It runs on modal and has 5 different open-source algorithms: Chai1, Boltz2, AF2, Protenix(-mini).
Not 100% polished but hopefully of use to some use to people in the field!
github.com/hgbrian/fold...
Not 100% polished but hopefully of use to some use to people in the field!
github.com/hgbrian/fold...
GitHub - hgbrian/foldism: protein folding app running on modal
protein folding app running on modal. Contribute to hgbrian/foldism development by creating an account on GitHub.
github.com
December 26, 2025 at 4:33 PM
I semi-vibe coded a frontend for all the protein folding tools I've been running. It runs on modal and has 5 different open-source algorithms: Chai1, Boltz2, AF2, Protenix(-mini).
Not 100% polished but hopefully of use to some use to people in the field!
github.com/hgbrian/fold...
Not 100% polished but hopefully of use to some use to people in the field!
github.com/hgbrian/fold...
I wrote up a short blogpost on using Claude Code / Opus 4.5 for computational biology
blog.booleanbiotech.com/claude-code-...
blog.booleanbiotech.com/claude-code-...
Boolean Biotech
blog.booleanbiotech.com
December 13, 2025 at 3:58 PM
I wrote up a short blogpost on using Claude Code / Opus 4.5 for computational biology
blog.booleanbiotech.com/claude-code-...
blog.booleanbiotech.com/claude-code-...
I was conserving characters but Sally Smith Hughes wrote “Genentech: The Beginnings of Biotech”
October 31, 2025 at 3:45 PM
I was conserving characters but Sally Smith Hughes wrote “Genentech: The Beginnings of Biotech”
A treasure trove of biotech and early SV oral histories by Sally Hughes: digicoll.lib.berkeley.edu/search?p=%28...
Genentech (Boyer, Goeddel (recommended!)), VC (Byers, Rock, Valentine), Kaiser ("History of the Kaiser Permanente Medical Care Program"), Lilly, Paul Berg, Stan Cohen, lots more.
Genentech (Boyer, Goeddel (recommended!)), VC (Byers, Rock, Valentine), Kaiser ("History of the Kaiser Permanente Medical Care Program"), Lilly, Paul Berg, Stan Cohen, lots more.
( (creator:[Hughes, Sally Smith])) - Search Results - Digital Collections
Digital Collections Search Results.
digicoll.lib.berkeley.edu
October 30, 2025 at 12:54 AM
A treasure trove of biotech and early SV oral histories by Sally Hughes: digicoll.lib.berkeley.edu/search?p=%28...
Genentech (Boyer, Goeddel (recommended!)), VC (Byers, Rock, Valentine), Kaiser ("History of the Kaiser Permanente Medical Care Program"), Lilly, Paul Berg, Stan Cohen, lots more.
Genentech (Boyer, Goeddel (recommended!)), VC (Byers, Rock, Valentine), Kaiser ("History of the Kaiser Permanente Medical Care Program"), Lilly, Paul Berg, Stan Cohen, lots more.
I’ve been testing BoltzGen a bit recently and while I haven’t done any experimental testing yet, the quality of the software is very clear. It installs, runs, logs everything, has tons of options. Very excited to test out the designs irl!
Excited to release BoltzGen which brings SOTA folding performance to binder design! The best part of this project is collaborating with a broad network of leading wetlabs that test BoltzGen at an unprecedented scale, showing success on many novel targets and pushing the model to its limits!
October 27, 2025 at 1:57 PM
I’ve been testing BoltzGen a bit recently and while I haven’t done any experimental testing yet, the quality of the software is very clear. It installs, runs, logs everything, has tons of options. Very excited to test out the designs irl!
I decided to experiment with my own (small) protein design competition!
It's specifically to test how well VHH pipelines work for binder design, without the usual careful tuning.
You submit a modal script, I run it and test on benchbb.bio
blog.booleanbiotech.com/vhh-competit...
It's specifically to test how well VHH pipelines work for binder design, without the usual careful tuning.
You submit a modal script, I run it and test on benchbb.bio
blog.booleanbiotech.com/vhh-competit...
October 16, 2025 at 4:54 PM
I decided to experiment with my own (small) protein design competition!
It's specifically to test how well VHH pipelines work for binder design, without the usual careful tuning.
You submit a modal script, I run it and test on benchbb.bio
blog.booleanbiotech.com/vhh-competit...
It's specifically to test how well VHH pipelines work for binder design, without the usual careful tuning.
You submit a modal script, I run it and test on benchbb.bio
blog.booleanbiotech.com/vhh-competit...
Reposted by Brian Naughton
Pretty interesting that AFAICT the filtering was done after the fact (so, library 1 had no filtering). This could make it an excellent dataset for training/testing filters/rankers. Too bad it looks like the dataset is not public
September 29, 2025 at 7:40 PM
Pretty interesting that AFAICT the filtering was done after the fact (so, library 1 had no filtering). This could make it an excellent dataset for training/testing filters/rankers. Too bad it looks like the dataset is not public
Another promising VHH model just dropped today from Manifold Bio. This one builds on BindCraft and ColabDesign. MIT license!
www.biorxiv.org/content/10.1...
The success rates appear to be lower than other tools, but this is highly target-dependent.
www.biorxiv.org/content/10.1...
The success rates appear to be lower than other tools, but this is highly target-dependent.
September 29, 2025 at 7:03 PM
Another promising VHH model just dropped today from Manifold Bio. This one builds on BindCraft and ColabDesign. MIT license!
www.biorxiv.org/content/10.1...
The success rates appear to be lower than other tools, but this is highly target-dependent.
www.biorxiv.org/content/10.1...
The success rates appear to be lower than other tools, but this is highly target-dependent.
New blogpost on the latest in AI antibody design.
Including some code to easily run Germinal and IgGM on modal!
blog.booleanbiotech.com/ai-antibody-...
Including some code to easily run Germinal and IgGM on modal!
blog.booleanbiotech.com/ai-antibody-...
Boolean Biotech
blog.booleanbiotech.com
September 28, 2025 at 2:25 PM
New blogpost on the latest in AI antibody design.
Including some code to easily run Germinal and IgGM on modal!
blog.booleanbiotech.com/ai-antibody-...
Including some code to easily run Germinal and IgGM on modal!
blog.booleanbiotech.com/ai-antibody-...
It has been interesting to use gitingest to paste entire codebases for new tools into Gemini and ask for severe bugs (logic, incorrect variables...).
I think it found at least one this morning. I have to double-check before filing but it's a real bug from what I can tell...
I think it found at least one this morning. I have to double-check before filing but it's a real bug from what I can tell...
September 25, 2025 at 4:34 PM
It has been interesting to use gitingest to paste entire codebases for new tools into Gemini and ask for severe bugs (logic, incorrect variables...).
I think it found at least one this morning. I have to double-check before filing but it's a real bug from what I can tell...
I think it found at least one this morning. I have to double-check before filing but it's a real bug from what I can tell...
Reposted by Brian Naughton
In another preprint from the @brianhie.bsky.social Lab and @synbiogaolab.bsky.social, they introduce Germinal, a generative AI system for de novo antibody design.
Germinal produces functional nanobodies in just dozens of tests, making custom antibody design more accessible than ever before.
Germinal produces functional nanobodies in just dozens of tests, making custom antibody design more accessible than ever before.
September 24, 2025 at 3:07 PM
In another preprint from the @brianhie.bsky.social Lab and @synbiogaolab.bsky.social, they introduce Germinal, a generative AI system for de novo antibody design.
Germinal produces functional nanobodies in just dozens of tests, making custom antibody design more accessible than ever before.
Germinal produces functional nanobodies in just dozens of tests, making custom antibody design more accessible than ever before.
A REALLY nice use of nanobanana (Gemini) is cleaning up blurry old images. Of course it depends what you ask for, but it is amazing at keeping the text and content the same.
September 19, 2025 at 1:53 PM
A REALLY nice use of nanobanana (Gemini) is cleaning up blurry old images. Of course it depends what you ask for, but it is amazing at keeping the text and content the same.
We decided to try to 3d print custom chess pieces.
The workflow of asking gemini to iterate on a design image, then uploading that image to adam.new worked amazingly well. 5 minutes work!
Left is the gemini image and right is the mesh.
The workflow of asking gemini to iterate on a design image, then uploading that image to adam.new worked amazingly well. 5 minutes work!
Left is the gemini image and right is the mesh.
September 13, 2025 at 10:14 PM
We decided to try to 3d print custom chess pieces.
The workflow of asking gemini to iterate on a design image, then uploading that image to adam.new worked amazingly well. 5 minutes work!
Left is the gemini image and right is the mesh.
The workflow of asking gemini to iterate on a design image, then uploading that image to adam.new worked amazingly well. 5 minutes work!
Left is the gemini image and right is the mesh.
I was reminded about Blackett's War by a mention on the @patio11 podcast. Terrific book about operations research / probability theory applied to real world problems.
Lots of anecdotes like this...
Lots of anecdotes like this...
September 6, 2025 at 3:05 PM
I was reminded about Blackett's War by a mention on the @patio11 podcast. Terrific book about operations research / probability theory applied to real world problems.
Lots of anecdotes like this...
Lots of anecdotes like this...
Reposted by Brian Naughton
Recently tested some de-novo minibinders against two targets (thanks Adaptyv!) designed using our open-source design library, `mosaic`; our best method got hit rates of 7/10 and 8/10 and affinities as low as single-digit nanomolar. Wrote up some thoughts here: blog.escalante.bio/minibinder-d...
September 2, 2025 at 2:39 PM
Recently tested some de-novo minibinders against two targets (thanks Adaptyv!) designed using our open-source design library, `mosaic`; our best method got hit rates of 7/10 and 8/10 and affinities as low as single-digit nanomolar. Wrote up some thoughts here: blog.escalante.bio/minibinder-d...
Ibex from Prescient Design arxiv.org/abs/2507.09054 github.com/prescient-de...
- antibody folding with performance like Boltz/Chai but up to 100X faster
- does not fold the complex, just the antibody
- predicts holo and apo forms
- sadly, model weights are not freely available
- antibody folding with performance like Boltz/Chai but up to 100X faster
- does not fold the complex, just the antibody
- predicts holo and apo forms
- sadly, model weights are not freely available
August 13, 2025 at 4:31 PM
Ibex from Prescient Design arxiv.org/abs/2507.09054 github.com/prescient-de...
- antibody folding with performance like Boltz/Chai but up to 100X faster
- does not fold the complex, just the antibody
- predicts holo and apo forms
- sadly, model weights are not freely available
- antibody folding with performance like Boltz/Chai but up to 100X faster
- does not fold the complex, just the antibody
- predicts holo and apo forms
- sadly, model weights are not freely available
Reposted by Brian Naughton
Now that OpenCRISPR is in nature and rekindled the 'what's-a-novel-sequence' debate, I'm happy to share an app to check this, which I built for fun some time ago.
fuerstlab.shinyapps.io/SeqNovelty/
quick 🧵
fuerstlab.shinyapps.io/SeqNovelty/
quick 🧵
August 1, 2025 at 11:50 AM
Now that OpenCRISPR is in nature and rekindled the 'what's-a-novel-sequence' debate, I'm happy to share an app to check this, which I built for fun some time ago.
fuerstlab.shinyapps.io/SeqNovelty/
quick 🧵
fuerstlab.shinyapps.io/SeqNovelty/
quick 🧵