Sign in

Aron ⇋ e⁻

@aronwalsh.github.io
1.5K followers 846 following 251 posts

Virtual Chemist; Liúdramán; Personal Opinions

PostsRepliesMedia
Aron ⇋ e⁻ @aronwalsh.github.io · 05/04/2026
This robot must have some stories to tell #Londonmaxxing
A discarded robot in Hackney
030
Aron ⇋ e⁻ @aronwalsh.github.io · 13/02/2026
#CompChem for life
An image of an Apple Pencil with “B3LYP/6-31G” engraved
4213
Aron ⇋ e⁻ @aronwalsh.github.io · 29/12/2025
A winter refresh in Porto #BraggYourPattern
Photograph of a tile in a Porto church
1192
Aron ⇋ e⁻ @aronwalsh.github.io · 22/11/2025
How could you not love #crystallography? An approximation of the incommensurate structure of Y⅓TaO₃ #ChemSky arxiv.org/pdf/2511.01241
A large crystal structure model of Y1/3TaO3 in a 12x12x2 expansion
4385
Aron ⇋ e⁻ @aronwalsh.github.io · 25/10/2025
Imagine if Alan Turing had access to Claude Code #CompChem
Photograph of 1940s code written by Alan Turing for the Mark 1 computer at the University of Manchester
061
Aron ⇋ e⁻ @aronwalsh.github.io · 14/10/2025
Historical evidence of life before matplotlib #CompChem
Screenshot from the materials modelling code GULP
3311
Aron ⇋ e⁻ @aronwalsh.github.io · 13/10/2025
You never know what you’ll find while wandering around London #ChemSky
A photograph of a memorial for Michael Faraday at Elephant and Castle in London
080
Aron ⇋ e⁻ @aronwalsh.github.io · 04/10/2025
"Review articles are a relic of the past" - overheard in a meeting yesterday. Deep research tools give a focused & referenced report to your specification. @kamat.bsky.social wrote a nice piece (pubs.acs.org/doi/10.1021/...), which emphasises that the key ingredient is saying something new #ChemSky
Screenshot from a deep research report on https://gemini.google.com
1112
Aron ⇋ e⁻ @aronwalsh.github.io · 20/09/2025
From a draft thesis, but it's quite profound
Screenshot of a thesis with 'Quote text here' attributed to 'Guy Quoted'
0110
Aron ⇋ e⁻ @aronwalsh.github.io · 19/09/2025
On my way to an AI for chemistry conference, but time for a quick AI for ice-cream detour🍦#ChemSky
Photograph of a robotic ice-cream kiosk in Shanghai
071
Aron ⇋ e⁻ @aronwalsh.github.io · 15/09/2025
Infinite Buddha #BraggYourPattern
Photograph taken in the Shanghai museum of a carved Buddha array
2113
Aron ⇋ e⁻ @aronwalsh.github.io · 16/08/2025
"Did you get up to much this weekend?" Ah, a little vibe coding for synthetic conversations between fictitious scientists 🏄 #ChemSky #AIforScience
Screenshot of a "Scientific Debate Simulator"
150
Aron ⇋ e⁻ @aronwalsh.github.io · 13/08/2025
"Polar flocks are systems of self-propelled particles that exhibit spontaneous long-range orientational order, akin to a flock of birds" #TermOfTheDay (connection to molecular motors #Chemsky?) arxiv.org/abs/2506.16501
Diagram of four active particle systems with their corresponding distance-dependence parameter, Ω (from Fig 1 of the linked paper)
030
Aron ⇋ e⁻ @aronwalsh.github.io · 21/07/2025
Worth checking the post today! Proud of this paper and nice to see it in physical form www.nature.com/articles/s41... #ChemSky #Perovskite
Photograph of a journal cover of Nature Nanotechnology illustrating a tilted domain in a perovskite crystal
2323
Aron ⇋ e⁻ @aronwalsh.github.io · 18/07/2025
I once wrote a comment on issues with non-adiabatic molecular dynamics simulations for non-radiative e-h recombination rates in crystals (arxiv.org/abs/2003.05394). My collaborators followed up in more detail with solutions (www.nature.com/articles/s43...) #CompChem
Illustration of how a small supercell can enhance electron-hole recombination rates
120
Aron ⇋ e⁻ @aronwalsh.github.io · 27/06/2025
Exam boards over for 2025! Next stop Bilbao for the Royal Spanish Society of Chemistry brseq2025.xn--com-vd13b No need to even open the conference programme... #ChemSky
Screenshot of a conference chatbot
030
Aron ⇋ e⁻ @aronwalsh.github.io · 13/06/2025
You never know what is lurking in other #CompChem dimensions (imaged prompted by @rynduma.bsky.social after a group meeting)
A spoof Goosebumps book cover on "latent space for chemistry". Generated by GPT
082
Aron ⇋ e⁻ @aronwalsh.github.io · 11/06/2025
For many years, I used to look at a pizza and wonder "what if it had other toppings?". Generative AI changed the game in 2019 💥 pizzagan.csail.mit.edu
Module operators trained to add and remove pepperoni on a pizza image
050
Aron ⇋ e⁻ @aronwalsh.github.io · 02/06/2025
Our multi-technique epic combining diffuse scattering, optical microscopy, and machine learning force fields to probe domain formation in metal halide perovskites is out in @natnano.nature.com today! 🎈 #ChemSky #CompChem www.nature.com/articles/s41...
1141
Aron ⇋ e⁻ @aronwalsh.github.io · 02/06/2025
You never know what's hiding in the Royal School of Mines (Picked this book up from an office clearance a few years ago) #ChemSky
Letter from Pergamon Press Ltd (dated 3rd February 1975) to Dr. D.B. Holt of Imperial College, enclosing a complimentary copy of the book Crystal Growth and requesting corrections for future reprints.
021
Aron ⇋ e⁻ @aronwalsh.github.io · 30/05/2025
I may need to improve my text-to-video prompt engineering skills #ChemSky #Veo
030
Aron ⇋ e⁻ @aronwalsh.github.io · 20/05/2025
It is fair to say that I am enjoying my first conference in India. A vibrant #CompChem community and enough dosa to fuel me through the scientific programme #AapaliPsik sites.iiserpune.ac.in/~apali_psik
A rather large dosa
0171
Aron ⇋ e⁻ @aronwalsh.github.io · 03/05/2025
You know it's a fun Saturday night when Fortran 77 shows up unexpectedly #CompChem
Screenshot of a Fortran 77 code snippet performing the direct lattice sum in an Ewald summation.
190
Aron ⇋ e⁻ @aronwalsh.github.io · 24/04/2025
Machine learning force fields make once-costly #CompChem problems tractable. Here, we tackle temperature-activated defect dynamics. I learned a lot w/ @ireaml.bsky.social & Johan on this project (discussions got deep). #OpenAccess in @chemicalscience.rsc.org this week: pubs.rsc.org/en/content/a...
Graphic abstract with the text "Defect free energy" and illustrations of four entropy components that are studied in the paper
0173
Aron ⇋ e⁻ @aronwalsh.github.io · 17/04/2025
"Can artificial intelligence be used to design materials that are truly novel?" I was asked by @ioppublishing.bsky.social JPhys Materials to propose an open question in #AIforScience. Answers will appear in a special collection. More details: iopscience.iop.org/collections/...
IOP Publishing promotional banner featuring the text 'Open Questions – Shaping tomorrow’s science' over a background of abstract, colourful, flowing lines and particles
183
Aron ⇋ e⁻ @aronwalsh.github.io · 17/04/2025
"PLQY(f,P) mapping.... forms a pattern that resembles a horse neck with mane” Sure, why not www.nature.com/articles/s41... #Perovskite #ChemSky
Figure 1b of the linked publication showing photoluminescence data that is extrapolated to form the outline of a horse
291
Aron ⇋ e⁻ @aronwalsh.github.io · 13/04/2025
No sooner had I arrived in Linköping than I encountered a lustrous potential energy surface #CompChem
A photograph of the sculpture Metamorfos by Monika Gora
1311
Aron ⇋ e⁻ @aronwalsh.github.io · 11/04/2025
Even the graffiti in Cambridge is academic #CompChem
“We are coding in here” sprayed on glass
1111
Aron ⇋ e⁻ @aronwalsh.github.io · 07/04/2025
There are many sides to "defect tolerance" in metal halide perovskite solar cells 🛑. Our discussions with @hoyegroupox.bsky.social led to a new review in @natrevchem.bsky.social led by @ireaml.bsky.social. Out today #ChemSky: rdcu.be/egK3Z
Illustrative map of the theoretical power conversion efficiency (PCE) of a single junction solar cell, depending on the capture coefficient (C_defect) and concentration ([Defect]) of point defects in the bulk of the absorber material.
0163
Aron ⇋ e⁻ @aronwalsh.github.io · 07/04/2025
I'm on a strict limit of one coffee and one genAI image per day #ChemSky
Prompt: "Image of a crystal that incorporates all information from science through the ages"
1120
Aron ⇋ e⁻ @aronwalsh.github.io · 23/03/2025
Charles Coulson set a high bar for an after-dinner speech (journals.aps.org/rmp/abstract...). In 1959, he highlighted the emergence of computational chemistry as something distinct from theoretical chemistry. Is machine learning forming a new branch now #CompChemSky
It seems to me that the whole group of theoretical chemists is on the point of splitting into two parts. Anyone who attended all the sessions this week could be in little doubt but that the first and second halves were quite different-almost alien to each other. In its simplest form this difference was associated with the large-scale use of electronic computers, though, as I shall say later, I think there is a deeper aspect of it than just this.
3242
Aron ⇋ e⁻ @aronwalsh.github.io · 20/03/2025
With a conference & teaching this week, no time to keep up with the rapid pace of machine learning force fields for materials. My friendly LLM's hot take for Meta's eSEN (arxiv.org/abs/2502.12147) & COSMO's PET-MAD (arxiv.org/abs/2503.14118) #CompChemSky
Summary table comparing three machine-learning force fields: MACE, eSEN, and PET-MAD
170
Aron ⇋ e⁻ @aronwalsh.github.io · 17/03/2025
I feel seen. @robertpalgrave.bsky.social speaking sense at the @aichemyhub.bsky.social conference #CompChem #ChemSky
Conference presentation containing a meme related to AI chemists being attracted to new materials
0262
Aron ⇋ e⁻ @aronwalsh.github.io · 13/03/2025
I learned a lot from the books and papers of Ekhard Salje, especially on the theory of ferroelasticity in crystals. Sad to hear that he passed www.clarehall.cam.ac.uk/news/in-memo...
Series of domain patterns in a superconducting YBa2Cu3O7 doped with Co. From the textbook "PHASE TRANSITIONS IN FERROELASTIC AND CO-ELASTIC CRYSTALS"
091
Aron ⇋ e⁻ @aronwalsh.github.io · 27/02/2025
I found my new wallpaper: calculatingempires.net. A quite incredible mapping of technology and #AI
A screenshot from Kate Crawford and Vladan Joler, "Calculating Empires: A Genealogy of Technology and Power Since 1500"
040
Aron ⇋ e⁻ @aronwalsh.github.io · 18/02/2025
Neural network potential pioneer Jörg Behler (journals.aps.org/prl/abstract...) in London to share his wisdom with the Thomas Young Centre this evening #CompChem
Photograph of Jörg Behler presenting at Imperial College London
190
Aron ⇋ e⁻ @aronwalsh.github.io · 17/02/2025
Final week of my intense MLforMaterials (covert #CompChem) module. We've come a long way in a month 😅
Class feedback on balance of topics. A wide distribution, but room for more coding and deep learning!
0110
Aron ⇋ e⁻ @aronwalsh.github.io · 04/02/2025
I tried our generative model for fun. Even that struggles to find a structure with reasonable connectivity for that stoichiometry
A crystal structures sampled for "Cs1 Bi3 I10" using Chemeleon
120
Aron ⇋ e⁻ @aronwalsh.github.io · 26/01/2025
Interactions with Deepseek R1 (github.com/deepseek-ai/...) are eerie. In fairness, I am not sure I want anyone to follow my thought process #CompChem
>>> I want to solve the Schrödinger equation for diamond

<think>
Applying the Schrödinger equation to such a complex system... Is it even possible? The atoms are connected in a highly symmetrical structure, but modeling their interactions directly might be computationally intensive. Maybe there's a way to simplify this.

I recall something about electronic structure models and density functional theory (DFT). These are quantum mechanical models used to investigate the electronic properties of molecules. They calculate the distribution of electrons across the molecule and how these electrons interact with each other. Could I use DFT to model diamond?

...perhaps consulting with someone more knowledgeable in quantum mechanics or material science could provide guidance on this topic.
</think>
160
Aron ⇋ e⁻ @aronwalsh.github.io · 26/01/2025
A switch to the Optimade API (www.optimade.org) for my undergrad lecture on materials data this year. Final checks that the Python scripts still run 😅 Check out these 8 component beauties #ChemSky
A screenshot showing the output of a code searching for 8 component crystals in the Materials Project database
3130
Aron ⇋ e⁻ @aronwalsh.github.io · 23/01/2025
My element of the day is tin 🥫 Opening a random page of Bunpei Yorifuji's "Wonderful Life with the Elements" just cheers me up #ChemSky
The element Sn personified in a set of illustrations
2160
Aron ⇋ e⁻ @aronwalsh.github.io · 15/01/2025
#CompChemSky help 🚨 "Energy above convex hull" is widely used as a metric in computational materials screening. The concept is basic thermodynamics, but early examples of tackling this from first principles? I have Wolverton & Ozoliņš (2007), but I guess much earlier journals.aps.org/prb/abstract...
Figure of predicted energetics of decomposition in the Ca(AlH4)2 system
284
Aron ⇋ e⁻ @aronwalsh.github.io · 14/01/2025
I woke up in Manchester today to teach a cohort of graduate students on "Materials 4.0" (www.royce.ac.uk/cdt/). Whilst I get comfortable with nanoscale features in #CompChem, I can't ignore longer length scales for the materials scientists...
Four images illustrating length scales in materials science: from electronic scale (Å) to macroscale (cm)
180
Aron ⇋ e⁻ @aronwalsh.github.io · 05/01/2025
Very useful list! I wandered off on a tangent, but check out this mobile cutie www.sciencedirect.com/science/arti...
Image of a pheromone-guided mobile robot, PheGMot-III
120
Aron ⇋ e⁻ @aronwalsh.github.io · 02/01/2025
Point defects in crystals act as molecules with distinct local structures & excitations. Following “Imperfections are not 0 K" doi.org/10.1039/D3CS..., Irea has trained ML force fields to explore the impact of temperature on defect thermodynamics #CompChem preprint at: arxiv.org/abs/2412.16741
(Left) a plot of the free energy of defect formation vs T
(Right) a plot of the equilibrium defect concentration vs T
The main point is that vibrational contributions are significant.
0224
Aron ⇋ e⁻ @aronwalsh.github.io · 01/01/2025
Illuminated perovskite. #ChemSky in the art of Victor Vasarely
A photograph of Golden Checks by artist Victor Vasarely. The pattern looks like the crystal structure of perovskite
0250
Aron ⇋ e⁻ @aronwalsh.github.io · 30/12/2024
Mild polarisation. #CompChem in the art of Marina Apollonio
A painting by Italian artist Marina Apollonio with slightly offset concentric circles
1170
Aron ⇋ e⁻ @aronwalsh.github.io · 24/12/2024
While I love living in London, it is nice to escape occasionally. Back in Dublin for a breath of sea air and the second family stop of Christmas
Photograph of the Donabate coast, with a view of Lambay Island in the distance
0190
Aron ⇋ e⁻ @aronwalsh.github.io · 20/12/2024
Out-of-office email set until January 2nd. First stop is Paris for a 🇪🇺 Christmas. Happy holidays #ChemSky
Photograph of the Eurostar departure board
1170
Aron ⇋ e⁻ @aronwalsh.github.io · 19/12/2024
A pint of defect chemistry, a dash of #CompChem, and a sprinkle of Sah-Shockley statistics. The final PhD work from Xinwei Wang just appeared in #ACSEnergyLett, connecting github.com/WMD-group/Ca... with the solar cell performance of Sb₂S₃ 🌞 pubs.acs.org/doi/10.1021/...
An extended graphical abstract showing predicted solar cell efficiency vs growth conditions
1255