Top Tweets for #AtomGPTLab
Day 68/100 #AtomGPTLab SDL
67 apps in, every one ends the same way: a number on a screen.
Someone still has to walk into a lab.
Day 68 starts on the last mile: generate + validate an Opentrons protocol before anything moves.
Simulation only.
⚗️ https://t.co/wyTDGlsoVA
Day 67/100 #AtomGPTLab Astrochemistry
Before 1998: an astronomer might study a few hundred galaxies in a career.
After SDSS: millions of spectra, free, queryable with SQL from anywhere.
The bottleneck moved from observation to query.
⚗️ https://t.co/fz9rwDPJgz
Day 66/100 #AtomGPTLab
1966: a Hopkins physician hand-compiles every known Mendelian trait. 1,486 entries.
2026: that catalog has ~17,900 genes and is STILL curated by humans reading papers.
⚗️ https://t.co/YbiE3aNDFS
Day 62/100 #AtomGPTLab
1920: Staudinger proposes molecules with THOUSANDS of atoms. Chemists call it absurd. Colleagues tell him to drop it.
1953: Nobel Prize. Polymer science exists.
Build his giant molecules, 4 chain models, tacticity, melts:
⚗️ https://t.co/ZHnqMLno45
One year as an assistant professor at JHU this month and delighted to share #AtomGPTLab's work has been awarded through both the NSF PCL Test Bed and DOE Genesis programs! Huge thanks to the agencies, colleagues, and our incredible team. More ahead on https://t.co/45uzgWQw5U 🚀
Day 61/100 #AtomGPTLab
Roll graphene into a tube. Roll it again at a different angle.
One is a metal. One is a semiconductor. Same atoms, only the twist changed.
Build any (n,m) nanotube, ribbon, or porous sheet from any hexagonal 2D layer:
⚗️ https://t.co/H1KayxphyA
Day 59/100 #AtomGPTLab
Two sheets of carbon. Twist one by 1.1°. They superconduct.
Nothing added, only the angle changed.
Build commensurate twisted bilayers + predict their properties, in a browser.
🌀 https://t.co/60dyDt0gTS
Day 58/100 #AtomGPTLab
In 1982, Dan Shechtman saw a diffraction pattern with 10-fold symmetry. Mathematically impossible for any crystal.
Pauling called him a "quasi-scientist." Shechtman got the 2011 Nobel.
Build one + compute its diffraction:
🔶 https://t.co/BowTVkiKNk
Four new arXiv papers from the #AtomGPTLab! 🎉
Congratulations to our outstanding team!
https://t.co/xyMeHXaf6Y
https://t.co/bLHwiZxSJx
https://t.co/Ysljt8Cu7Q
https://t.co/GmrapJA2Bj
Day 57/100 #AtomGPTLab
Need a reagent? Six tabs: PubChem for the CAS, somewhere for the hazards, then Sigma, Thermo, Fisher, VWR.
Now: one search box. Name, formula, or CAS → identity + GHS hazards + SDS links + every vendor.
Still read the SDS.
🧪 https://t.co/z4keKrhQl3
Day 52/100 #AtomGPTLab
Volterra wrote the math for dislocations in 1907, 27 years before anyone knew what physical objects they described.
In 1934, Orowan, Polanyi, and Taylor identified them independently, in the same year.
Now: a browser tab.
🩷 https://t.co/YACkkRfVAw
Day 51/100 #AtomGPTLab · Phase 2 begins.
Read and Shockley wrote the GB dislocation model in 1950.
Ranganathan gave the CSL geometry in 1966.
Every GB tool since has built on their frameworks.
Today: a browser tab that combines both approaches.
🟢 https://t.co/oiY3nsPhvE
Day 50/50 #AtomGPTLab #50Apps
For years I taught workshops with Google Colab. Several minutes of pip installs, slow GPUs, runtime disconnects.
Today I'm shipping the fix: GPU notebooks with many tools pre-installed. Free tier available.
🟡 https://t.co/QLHTg9CPwe
Day 45/50 #AtomGPTLab #50Apps
The Hardest Problem in Materials Physics, Now in Your Browser
Onnes discovered superconductivity in 1911, BCS explained in 1957, Allen-Dynes formula in 1975.
Now: a browser tab that computes them. Plus ML shortcut.
🟡 https://t.co/Mj35BWPzKH
Day 43/50 #AtomGPTLab #50Apps
Why does iron magnetize but aluminum doesn't?
Stoner answered this in 1938: I·N(E_F) > 1.
Now a browser app computes both sides. SlakoNet TB + JARVIS-DFT. The first spin app of the campaign.
🧲 https://t.co/ELB4scWqwW
Day 41/50 #AtomGPTLab #50Apps
Day 40 told you WHETHER a reaction is favorable.
Day 41 tells you HOW FAST.
Eyring 1935 wrote the rate equation. Jónsson 1998 wrote the algorithm. Now it's a browser tab.
🚧 https://t.co/NCWUR9gUH2
Day 39/50 #AtomGPTLab #50Apps
Neutrons see hydrogen the way nothing else does. The 1994 Nobel-winning technique, now a browser tab.
7 real spectrometers modeled. JARVIS-DFT or ALIGNN-FF backend.
🌌 https://t.co/XxxcHUsDIy
Day 36/50 #AtomGPTLab #50Apps
Every materials database used to speak its own dialect.
In 2016, OPTIMADE became the standard.
Today https://t.co/45uzgWQw5U joins the federation. 7 datasets, 1 filter syntax, 400K+ entries.
🌐 https://t.co/C3KH2plyXc
Day 35/50 #AtomGPTLab #50Apps
Pb melts at 327°C. Sn melts at 232°C. Pb-Sn solder melts at 183°C; lower than either.
That's CALPHAD. The 55-year-old methodology that designs every alloy you've ever touched, now free in your browser.
🔥 https://t.co/5zuljpCOeW
🚨 3 new papers from the #AtomGPTLab:
🔬 RamanGPT: crystal structures ⇄ Raman spectra https://t.co/PQS4fZL7mN
🧪 Hybrid-LLM-GNN deterministics: https://t.co/YUHIYyObQM
⚛️ XC functionals & Schottky barriers https://t.co/HID15B17Ac
Open science 🔬
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