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Minggao Feng

@ffmmgg

Compchem PhD at Cooper's Group @Liverpool

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20.07.2024
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Latest posts by Minggao Feng @ffmmgg

Towards Foundation Models Trained from Crystal Structure Prediction of the Organic Molecular Solid State | ChemRxiv Machine-learning interatomic potentials (MLIPs) promise near ab initio accuracy at a fraction of the computational cost, unlocking atomistic simulations at scales previously inaccessible. Yet, their accuracy and generalizability remain critically limited ...

We're pleased to share this preprint on @chemrxiv.org

Towards Foundation Models Trained from Crystal Structure Prediction of the Organic Molecular Solid State

40+ million predicted crystal structures + accurate ML potentials for organic molecular crystals

chemrxiv.org/doi/full/10....

1/10

04.03.2026 10:38 πŸ‘ 16 πŸ” 8 πŸ’¬ 1 πŸ“Œ 1
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"A mobile robotic process chemist", just published in @digital-discovery.rsc.org pubs.rsc.org/en/content/a... Video shows 3 back-to-back autonomous reaction cycles (make product, analyse product (HPLC-MS), isolate solid product, clean reactor, check reactor is clean, loop) over 20 h. Reactor = 1 L

02.03.2026 11:02 πŸ‘ 22 πŸ” 10 πŸ’¬ 1 πŸ“Œ 1
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Our new paper in @digital-discovery.rsc.org: β€œCan We Automate Scientific Reasoning in Closed Loop Experiments using Large Language Models? pubs.rsc.org/en/content/a.... #LLMs #AI For LinkedIn summary of preprint see: www.linkedin.com/posts/fanli_...

23.02.2026 10:31 πŸ‘ 10 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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Bluesky Map Interactive map of 3 million Bluesky users, visualised by their follower pattern.

Two near spikes, I'd say they are just polymorphs that can transform into each other.
bluesky-map.theo.io

09.02.2026 21:36 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Border researcher confirmedπŸ˜…

09.02.2026 14:03 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Please repost if you’re in the area of #AI or #chemistry. Funded by EPSRC. #chemsky

05.02.2026 10:02 πŸ‘ 12 πŸ” 10 πŸ’¬ 1 πŸ“Œ 0
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Postdoctoral Research Associate in AI/Ml-Driven Chemical Discovery - Grade 7 at University of Liverpool An academic position as a Postdoctoral Research Associate in AI/Ml-Driven Chemical Discovery - Grade 7 is being advertised on jobs.ac.uk. Click now to find more details and explore additional academic...

www.jobs.ac.uk/job/DQI473/p...

02.02.2026 12:01 πŸ‘ 7 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
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Just out on ChemRxiv our new preprint, β€œCan We Automate Scientific Reasoning in Closed-Loop Experiments using Large Language Models?” @liverpooluni.bsky.social @aichemyhub.bsky.social chemrxiv.org/doi/full/10....

28.01.2026 07:22 πŸ‘ 15 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0
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Ugly but tasty

18.01.2026 22:52 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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04.01.2026 23:11 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Blue stilton is the best.

12.12.2025 14:42 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Schematic of an evolutionary algorithm for generating new organic molecules, with crystal structure prediction integrated into the fitness function calculation.

Schematic of an evolutionary algorithm for generating new organic molecules, with crystal structure prediction integrated into the fitness function calculation.

I'm excited to share the latest paper from our team, just published in Nature Communications: rdcu.be/eRTSs

"Exploring organic chemical space for materials discovery using crystal structure prediction-informed evolutionary optimisation"

#compchemsky #chemsky

1/n

27.11.2025 10:50 πŸ‘ 13 πŸ” 4 πŸ’¬ 1 πŸ“Œ 1
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L2M3OF: A large language multimodal model for metal-organic frameworks arxiv.org/pdf/2510.20976

03.11.2025 09:30 πŸ‘ 10 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0
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I got a new name🀣

25.10.2025 11:34 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Send them back to the forest☝️

18.10.2025 14:08 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

How is your wasabi?

27.09.2025 00:05 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Accelerating discovery in natural science laboratories with AI and robotics: Perspectives and challenges Experts from academia and industry offer perspectives on the future direction of autonomous science and knowledge discovery.

www.science.org/doi/10.1126/...

25.09.2025 14:58 πŸ‘ 11 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
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Just about ready for our first workshop on mol-cspy: our source software for crystal structure prediction
gitlab.com/mol-cspy/mol...
A massive thank you to the research team in getting material together for this.
#compchemsky #chemsky

24.09.2025 16:10 πŸ‘ 12 πŸ” 5 πŸ’¬ 1 πŸ“Œ 0
Image of speaker at conference in front of projected slide showing computer simulation results on molecular crystals.

Image of speaker at conference in front of projected slide showing computer simulation results on molecular crystals.

Thank you to the organisers of the "from molecules to materials" meeting in Bologna for inviting me to give a keynote talk.
Among other things, I spoke about @aichemyhub.bsky.social-funded large-scale crystal structure prediction and transferable ML potentials: doi.org/10.1039/D4FD...
#compchemsky

12.09.2025 08:42 πŸ‘ 14 πŸ” 4 πŸ’¬ 0 πŸ“Œ 0
User interface of the CrystalNets web app

User interface of the CrystalNets web app

Architecture of the CrystalNets web app, showing client-side and server-side tasks.

Architecture of the CrystalNets web app, showing client-side and server-side tasks.

β€œCrystalNets: a web app for topology determination of crystalline structures” β€” our latest preprint on @chemrxiv.org doi.org/10.26434/che...

04.09.2025 12:07 πŸ‘ 20 πŸ” 5 πŸ’¬ 0 πŸ“Œ 0
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An Adapted Similarity Kernel and Generalised Convex Hull for Molecular Crystal Structure Prediction We adapted an existing approach to identifying stabilisable crystal structures from prediction sets - the Generalised Convex Hull (GCH) - to improve its application to molecular crystal structures. Th...

I'm very pleased to say my first preprint, with @graemeday.bsky.social and @micheleceriotti.bsky.social is now online!

This is the main work of my PhD, adapting a similarity kernel to be more suited for exploring molecular CSP landscapes

#compchemsky #chemsky #compchem

doi.org/10.26434/che...

03.09.2025 09:54 πŸ‘ 7 πŸ” 2 πŸ’¬ 0 πŸ“Œ 1

#chemistswhocook

30.08.2025 23:57 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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First time I tried making steamed buns, it seems quite successfulπŸ˜„

30.08.2025 23:47 πŸ‘ 4 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Graph showing the connections between crystal structures as a function of increasing energy. Each connection is represented as a node connecting lines from initial starting structures.

Graph showing the connections between crystal structures as a function of increasing energy. Each connection is represented as a node connecting lines from initial starting structures.

If you're at the 25th European crystallographic meeting in Poznan, I'll recommend MS43 – "Simulating and predicting structure" at 14:00 on Wed.

Pedro Juan Royo from our group will be presenting on our methods for mapping the interconnectivity of predicted crystal structures.
#CompChemSky #ChemSky

26.08.2025 10:28 πŸ‘ 6 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0

They happened to be looking for the next 007

22.08.2025 07:47 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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The robot chemists helping scientists in a university chemistry lab Instead of scientists in white coats, it is robots that move between the benches in a University of Liverpool cheminstry laboratory.

@apnews.com apnews.com/video/the-ro...

14.08.2025 16:08 πŸ‘ 9 πŸ” 3 πŸ’¬ 2 πŸ“Œ 0
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SDLs raise some new safety questions - here we introduce Chemist Eye, a distributed safety monitoring system designed to enhance situational awareness in SDLs. πŸ‘ for Francisco Munguia-Galeano, who tested it for accident recognition by lying repeatedly on the lab floor. www.arxiv.org/pdf/2508.05148

12.08.2025 09:36 πŸ‘ 22 πŸ” 4 πŸ’¬ 2 πŸ“Œ 1

Congrats!

19.07.2025 13:30 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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β€˜CrystalGPT’ set to enhance how chemists design crystals in silico Model for predicting molecular crystal properties is readily adaptable to specific tasks, even with limited data

Understanding and predicting crystals’ properties is a key element of materials design, and a new transformer-based model can do it quickly and accurately. #ChemSky

17.07.2025 14:32 πŸ‘ 6 πŸ” 3 πŸ’¬ 0 πŸ“Œ 2

Excited to share that our latest work on organic crystal transformer (MCRT) has been featured in Chemistry World! πŸŽ‰ This model accelerates organic materials discovery by predicting properties with unprecedented accuracy. Check out the article and our paper for more details!

18.07.2025 22:46 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0