Getting off at the right station: reflections on AI readiness
codata.org/blog/2026/11...
#CODATAConnect, #ECRs, #EMCRs, #OpenScience, #FutureofScience, #ISC, #AIreadiness, #AIforscience
codata.org/blog/2026/11...
#CODATAConnect, #ECRs, #EMCRs, #OpenScience, #FutureofScience, #ISC, #AIreadiness, #AIforscience
November 4, 2026 at 5:54 AM
Getting off at the right station: reflections on AI readiness
codata.org/blog/2026/11...
#CODATAConnect, #ECRs, #EMCRs, #OpenScience, #FutureofScience, #ISC, #AIreadiness, #AIforscience
codata.org/blog/2026/11...
#CODATAConnect, #ECRs, #EMCRs, #OpenScience, #FutureofScience, #ISC, #AIreadiness, #AIforscience
Patrick Hsu co-founded the Arc Institute and leads the Hsu Lab, where biology meets machine learning, from the Evo genome models to bridge recombinases. 🧬 aipeoplewiki.com/people/patri... #PatrickHsu #AIforScience
October 31, 2026 at 11:56 AM
Patrick Hsu co-founded the Arc Institute and leads the Hsu Lab, where biology meets machine learning, from the Evo genome models to bridge recombinases. 🧬 aipeoplewiki.com/people/patri... #PatrickHsu #AIforScience
The authors note small features in network outputs that the measured scans lack. Our suggestion: check an enhanced scan two ways, pixel score and blinded expert rating.
Gelman et al., Beilstein J. Nanotechnol. 16, 83 (2025)
Figures from one study.
#MLSky #AIforScience #research
Gelman et al., Beilstein J. Nanotechnol. 16, 83 (2025)
Figures from one study.
#MLSky #AIforScience #research
November 3, 2026 at 10:14 AM
The authors note small features in network outputs that the measured scans lack. Our suggestion: check an enhanced scan two ways, pixel score and blinded expert rating.
Gelman et al., Beilstein J. Nanotechnol. 16, 83 (2025)
Figures from one study.
#MLSky #AIforScience #research
Gelman et al., Beilstein J. Nanotechnol. 16, 83 (2025)
Figures from one study.
#MLSky #AIforScience #research
Read our perspective: auroraomics.org/news/virtual...
#SpatialTranscriptomics #DeepSpotM #ComputationalBiology #DigitalPathology #AIforScience
#SpatialTranscriptomics #DeepSpotM #ComputationalBiology #DigitalPathology #AIforScience
Virtual spatial transcriptomics goes global | Aurora
Researchers at institutions across every inhabited continent have now been granted access to DeepSpot-M or the TCGA Virtual Spatial Transcriptomics Atlas.
auroraomics.org
November 2, 2026 at 8:12 PM
In a 2025 perovskite study, a model's stop-or-continue quench advice is not reported as tried in a new run. Our suggestion: test some recommendations before relying on such advice.
Laufer et al., Energy Environ. Sci. 18, 1767 (2025)
Figures from one study.
#MLSky #AIforScience #research
Laufer et al., Energy Environ. Sci. 18, 1767 (2025)
Figures from one study.
#MLSky #AIforScience #research
November 4, 2026 at 1:37 PM
In a 2025 perovskite study, a model's stop-or-continue quench advice is not reported as tried in a new run. Our suggestion: test some recommendations before relying on such advice.
Laufer et al., Energy Environ. Sci. 18, 1767 (2025)
Figures from one study.
#MLSky #AIforScience #research
Laufer et al., Energy Environ. Sci. 18, 1767 (2025)
Figures from one study.
#MLSky #AIforScience #research
AI used to describe the data. Now it asks the questions. 🧠
Diamond defect modeling for quantum computing. Automated DNA analysis for rare immune diseases. Hypothesis generation is here.
#AIforScience #Genomics #QuantumComputing
Diamond defect modeling for quantum computing. Automated DNA analysis for rare immune diseases. Hypothesis generation is here.
#AIforScience #Genomics #QuantumComputing
October 29, 2026 at 10:07 AM
AI used to describe the data. Now it asks the questions. 🧠
Diamond defect modeling for quantum computing. Automated DNA analysis for rare immune diseases. Hypothesis generation is here.
#AIforScience #Genomics #QuantumComputing
Diamond defect modeling for quantum computing. Automated DNA analysis for rare immune diseases. Hypothesis generation is here.
#AIforScience #Genomics #QuantumComputing
🤖 Free master prompt: paste into ChatGPT / Claude / Gemini → your AI becomes a PubMed paper-chat assistant.
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
November 1, 2026 at 7:02 PM
🤖 Free master prompt: paste into ChatGPT / Claude / Gemini → your AI becomes a PubMed paper-chat assistant.
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
GPT-6 Rosalind is out (Oct 30): OpenAI's life-sciences reasoning model, on the same weights as GPT-6 Astra. Its system card reports MedChemBench 49.6% vs 28.9% and GeneBench Pro 37.7% vs 16.7% over Rosalind-5.5. Trusted access only.
toolome.bio/tools/gpt-rosalind/ #AIforScience #DrugDiscovery
toolome.bio/tools/gpt-rosalind/ #AIforScience #DrugDiscovery
GPT-Rosalind: license, commercial use, paper — Bio LLM agents & copilots | Toolome
GPT-Rosalind: OpenAI's life-sciences reasoning models for biology, genomics and drug discovery; GPT-6 Rosalind (Oct 2026) runs on GPT-6 Astra weights. Trusted access, plus an open Codex research plugi...
toolome.bio
November 1, 2026 at 3:17 AM
GPT-6 Rosalind is out (Oct 30): OpenAI's life-sciences reasoning model, on the same weights as GPT-6 Astra. Its system card reports MedChemBench 49.6% vs 28.9% and GeneBench Pro 37.7% vs 16.7% over Rosalind-5.5. Trusted access only.
toolome.bio/tools/gpt-rosalind/ #AIforScience #DrugDiscovery
toolome.bio/tools/gpt-rosalind/ #AIforScience #DrugDiscovery
Describe what a protein should do; a 16B model returns sequences. Four were lab-tested; all four worked. Read the evidence:
#ProteinDesign #AIforScience #SynBio
artificialscience.org/2026/11/ai-d...
#ProteinDesign #AIforScience #SynBio
artificialscience.org/2026/11/ai-d...
Just Describe the Protein You Want. This AI Builds It, and It Works — Artificial Science
A protein language model called Pinal designs working enzymes from plain-English prompts. What the Nature paper proves, and what it does not.
artificialscience.org
November 2, 2026 at 5:45 AM
Describe what a protein should do; a 16B model returns sequences. Four were lab-tested; all four worked. Read the evidence:
#ProteinDesign #AIforScience #SynBio
artificialscience.org/2026/11/ai-d...
#ProteinDesign #AIforScience #SynBio
artificialscience.org/2026/11/ai-d...
From images, ranking scored 0.16 to 0.46 per model; two scored at or below random. Our suggestion: test each model on the reading you need, with enough patterns to beat guessing.
Alampara et al., Nat. Comput. Sci. 5, 952 (2025)
Figures from one benchmark.
#MLSky #AIforScience #research
Alampara et al., Nat. Comput. Sci. 5, 952 (2025)
Figures from one benchmark.
#MLSky #AIforScience #research
October 29, 2026 at 2:02 PM
From images, ranking scored 0.16 to 0.46 per model; two scored at or below random. Our suggestion: test each model on the reading you need, with enough patterns to beat guessing.
Alampara et al., Nat. Comput. Sci. 5, 952 (2025)
Figures from one benchmark.
#MLSky #AIforScience #research
Alampara et al., Nat. Comput. Sci. 5, 952 (2025)
Figures from one benchmark.
#MLSky #AIforScience #research
Surface build-up of Sr or Ti can skew XPS, the authors note. They argue its link to true composition should be monotonic. Our suggestion: report model error in the reference's units.
Harris et al., Nano Letters 25, 5867 (2025)
Figures from one study.
#MLSky #AIforScience #research
Harris et al., Nano Letters 25, 5867 (2025)
Figures from one study.
#MLSky #AIforScience #research
October 28, 2026 at 9:25 AM
Surface build-up of Sr or Ti can skew XPS, the authors note. They argue its link to true composition should be monotonic. Our suggestion: report model error in the reference's units.
Harris et al., Nano Letters 25, 5867 (2025)
Figures from one study.
#MLSky #AIforScience #research
Harris et al., Nano Letters 25, 5867 (2025)
Figures from one study.
#MLSky #AIforScience #research
Our suggestion: test a fitting method on simulated data with known answers, check parameter correlations on real data and confirm one value independently.
Bennett et al., Research, article 1103 (2026)
Figures from one study.
#MLSky #AIforScience #research
Bennett et al., Research, article 1103 (2026)
Figures from one study.
#MLSky #AIforScience #research
October 27, 2026 at 12:06 PM
Our suggestion: test a fitting method on simulated data with known answers, check parameter correlations on real data and confirm one value independently.
Bennett et al., Research, article 1103 (2026)
Figures from one study.
#MLSky #AIforScience #research
Bennett et al., Research, article 1103 (2026)
Figures from one study.
#MLSky #AIforScience #research
The 4 new films appear only as plot points, not compared with the best earlier growth. Our suggestion: compare any error drop with the model's usual cross-validated error.
Bollampally et al., arXiv 2608.17742 (2026)
One preprint, 21 growths.
#MLSky #AIforScience #research
Bollampally et al., arXiv 2608.17742 (2026)
One preprint, 21 growths.
#MLSky #AIforScience #research
October 27, 2026 at 3:01 PM
The 4 new films appear only as plot points, not compared with the best earlier growth. Our suggestion: compare any error drop with the model's usual cross-validated error.
Bollampally et al., arXiv 2608.17742 (2026)
One preprint, 21 growths.
#MLSky #AIforScience #research
Bollampally et al., arXiv 2608.17742 (2026)
One preprint, 21 growths.
#MLSky #AIforScience #research
In simulation, two models not used live stayed under 5° alignment error in most of 10 runs each. One did worse under harsher conditions, most of all with reasoning cut.
Chen et al., Nature Machine Intelligence 8, 1075 (2026)
Figures from one study.
#MLSky #AIforScience #research
Chen et al., Nature Machine Intelligence 8, 1075 (2026)
Figures from one study.
#MLSky #AIforScience #research
October 26, 2026 at 8:18 AM
In simulation, two models not used live stayed under 5° alignment error in most of 10 runs each. One did worse under harsher conditions, most of all with reasoning cut.
Chen et al., Nature Machine Intelligence 8, 1075 (2026)
Figures from one study.
#MLSky #AIforScience #research
Chen et al., Nature Machine Intelligence 8, 1075 (2026)
Figures from one study.
#MLSky #AIforScience #research
Shout-out to Silvana Konermann, co-founder and Executive Director of the Arc Institute and a Stanford biochemistry professor. Her lab builds CRISPR tools like CasRx to study diseases such as Alzheimer's. 🧬 #SilvanaKonermann #AIforScience
aipeoplewiki.com/people/silva...
aipeoplewiki.com/people/silva...
Silvana Konermann Wiki | AI People Wiki
Silvana Konermann, Co-founder, Executive Director and Core Investigator, leading the Konermann Lab at Arc Institute: sourced bio, career timeline.
aipeoplewiki.com
October 27, 2026 at 2:00 AM
Shout-out to Silvana Konermann, co-founder and Executive Director of the Arc Institute and a Stanford biochemistry professor. Her lab builds CRISPR tools like CasRx to study diseases such as Alzheimer's. 🧬 #SilvanaKonermann #AIforScience
aipeoplewiki.com/people/silva...
aipeoplewiki.com/people/silva...
Big appreciation for Silvana Konermann #SilvanaKonermann, co-founder and Executive Director of Arc Institute and Stanford biochemistry professor. Her lab builds CRISPR tools for engineering RNA to study Alzheimer's disease. #AIforScience
aipeoplewiki.com/people/silva...
aipeoplewiki.com/people/silva...
Silvana Konermann at Arc Institute: wiki profile | AI People Wiki
Silvana Konermann on AI People Wiki: Co-founder, Executive Director and Core Investigator, leading the Konermann Lab at Arc Institute. Studied at Stanford.…
aipeoplewiki.com
October 26, 2026 at 9:51 PM
Big appreciation for Silvana Konermann #SilvanaKonermann, co-founder and Executive Director of Arc Institute and Stanford biochemistry professor. Her lab builds CRISPR tools for engineering RNA to study Alzheimer's disease. #AIforScience
aipeoplewiki.com/people/silva...
aipeoplewiki.com/people/silva...
Published in Nature Biotechnology.
www.nature.com/articles/s4...
#AIforScience #Bioplastics #CircularMaterials
www.nature.com/articles/s4...
#AIforScience #Bioplastics #CircularMaterials
Engineered polyketide synthases enable a microbial chassis for recyclable plastics with tunable properties
Nature Biotechnology - Polyketide synthases are engineered for the production of sustainable plastics.
www.nature.com
October 26, 2026 at 3:37 PM
Published in Nature Biotechnology.
www.nature.com/articles/s4...
#AIforScience #Bioplastics #CircularMaterials
www.nature.com/articles/s4...
#AIforScience #Bioplastics #CircularMaterials
🤖 Free master prompt: paste into ChatGPT / Claude / Gemini → your AI becomes a PubMed paper-chat assistant.
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
October 25, 2026 at 5:45 PM
🤖 Free master prompt: paste into ChatGPT / Claude / Gemini → your AI becomes a PubMed paper-chat assistant.
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
Grounded strictly in the abstract you paste. Grad students, postdocs, PIs welcome. Unlimited use in your own subscription.
https://sciencepubmed.net/en/lab/toolkit/
#AIforScience #PhDchat
Motor travel between energies is not yet costed, so 12% of the points took 23% of the time.
Du et al., npj Computational Materials 11, 320 (2025)
Values are representative.
#MLSky #AIforScience #research
Du et al., npj Computational Materials 11, 320 (2025)
Values are representative.
#MLSky #AIforScience #research
October 24, 2026 at 5:34 PM
Motor travel between energies is not yet costed, so 12% of the points took 23% of the time.
Du et al., npj Computational Materials 11, 320 (2025)
Values are representative.
#MLSky #AIforScience #research
Du et al., npj Computational Materials 11, 320 (2025)
Values are representative.
#MLSky #AIforScience #research
The cost model was built for this one indenter. The authors say another instrument needs its own calibration.
Chawla et al., arXiv:2511.16930 (2025)
Values are representative.
#MLSky #AIforScience #research
Chawla et al., arXiv:2511.16930 (2025)
Values are representative.
#MLSky #AIforScience #research
October 24, 2026 at 1:59 PM
The cost model was built for this one indenter. The authors say another instrument needs its own calibration.
Chawla et al., arXiv:2511.16930 (2025)
Values are representative.
#MLSky #AIforScience #research
Chawla et al., arXiv:2511.16930 (2025)
Values are representative.
#MLSky #AIforScience #research
Spots off the sample also pick up stray light that can look like weak signal. People still judge which regions deserve a detailed scan.
Agustsson et al., Rev. Sci. Instrum. 95, 055106 (2024)
Values are representative.
#MLSky #AIforScience #research
Agustsson et al., Rev. Sci. Instrum. 95, 055106 (2024)
Values are representative.
#MLSky #AIforScience #research
October 24, 2026 at 3:59 PM
Spots off the sample also pick up stray light that can look like weak signal. People still judge which regions deserve a detailed scan.
Agustsson et al., Rev. Sci. Instrum. 95, 055106 (2024)
Values are representative.
#MLSky #AIforScience #research
Agustsson et al., Rev. Sci. Instrum. 95, 055106 (2024)
Values are representative.
#MLSky #AIforScience #research
In preliminary real-electrode tests on platinum it mislabelled a hydrogen feature as catalytic and called the oxide wave background. Chemists chose the mechanisms and thresholds.
Hoar et al., ACS Electrochemistry 1, 52–62 (2024)
Values are representative.
#MLSky #AIforScience #research
Hoar et al., ACS Electrochemistry 1, 52–62 (2024)
Values are representative.
#MLSky #AIforScience #research
October 24, 2026 at 12:03 PM
In preliminary real-electrode tests on platinum it mislabelled a hydrogen feature as catalytic and called the oxide wave background. Chemists chose the mechanisms and thresholds.
Hoar et al., ACS Electrochemistry 1, 52–62 (2024)
Values are representative.
#MLSky #AIforScience #research
Hoar et al., ACS Electrochemistry 1, 52–62 (2024)
Values are representative.
#MLSky #AIforScience #research
October 22, 2026 at 6:42 PM
Google DeepMind + Google Cloud will give up to 200 European researchers AlphaFold 3, AlphaGenome, WeatherNext, AlphaEvolve and AlphaEarth, plus $3M in credits.
What each tool does, what Google hasn’t said, and how to try them free this week:
#AI #AIforScience #DeepMind #AlphaFold #OpenScience
What each tool does, what Google hasn’t said, and how to try them free this week:
#AI #AIforScience #DeepMind #AlphaFold #OpenScience
Google to Give up to 200 Top European Researchers Direct Access to their Frontier Models ($3 Million in Compute Credits)
Google DeepMind and Google Cloud are giving 200 European researchers AlphaFold 3, AlphaGenome, WeatherNext, AlphaEvolve and AlphaEarth, plus $3M in credits. What each does and how to try them.
justbeingresourceful.com
October 23, 2026 at 1:57 PM
Google DeepMind + Google Cloud will give up to 200 European researchers AlphaFold 3, AlphaGenome, WeatherNext, AlphaEvolve and AlphaEarth, plus $3M in credits.
What each tool does, what Google hasn’t said, and how to try them free this week:
#AI #AIforScience #DeepMind #AlphaFold #OpenScience
What each tool does, what Google hasn’t said, and how to try them free this week:
#AI #AIforScience #DeepMind #AlphaFold #OpenScience
#KünstlicheIntelligenz von einem Gegenstand der #Forschung mittlerweile selbst zu einem herausragenden Instrument der #Wissenschaft geworden. Diesem epochalen Wandel hat die #UniMainz mit der Ausrichtung der #AIForScience Week Rechnung getragen 👉 www.magazin.uni-mainz.de/eine-beispiel…
#JGUMagazin
#JGUMagazin
October 24, 2026 at 2:22 PM
#KünstlicheIntelligenz von einem Gegenstand der #Forschung mittlerweile selbst zu einem herausragenden Instrument der #Wissenschaft geworden. Diesem epochalen Wandel hat die #UniMainz mit der Ausrichtung der #AIForScience Week Rechnung getragen 👉 www.magazin.uni-mainz.de/eine-beispiel…
#JGUMagazin
#JGUMagazin