Figure comparing runtime and VRAM utilization between Boltz-2 (baseline), and LMI4Boltz (+memory, and +chunk).
Main plot: runtime (y-axis) versus token count (x-axis), showing that all methods scale similarly, with +memory and +chunk handling larger token counts.
Inset scatterplot: PDB test lDDT scores from Boltz-2 versus LMI4Boltz, showing a strong linear correlation (values near y = x).
Right panels:
β Top bar chart: maximum tokens processable on a 24 GB GPU increase from 1596 (Boltz-2) to 2356 (+memory) and 2660 (+chunk).
β Bottom bar chart: H200 runtime for 1596 tokens remains comparable across methods.
π§Άπ§¬ We present LMi4Boltz:
www.biorxiv.org/content/10.1...
Boltz-2 is an excellent open source alternative to AlphaFold3. However, high VRAM use restricts modeling large complexes. Using careful memory management, we increase the Boltz-2 size limit by >60% while maintaining execution speed.
31.10.2025 20:54 β
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LMI4Boltz: Optimizing VRAM utilization to predict large macromolecular complexes with consumer grade hardware
AlphaFold2 has revolutionized structural biology by enabling the prediction of protein structures approaching experimental quality. AlphaFold3 extends this framework to support modelling broad biomole...
This is amazing work lead by Tom (@tlitfin.bsky.social) in my team. Always trying to get more for less and making computing efficient. So satisfying making science resources go further. Boltz2 is great for protein structure prediction and hopefully LMI4Boltz extends its use. Code on GitHubβ¦ π§Άπ§¬
31.10.2025 21:40 β
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So excited to finally show the world a project years in the making. A huge group effort with lots of expertise leading to a unique #Asgard syntrophy story. Very fortunate to have been involved in cultivating and analysing this wonderful organism β€οΈ
23.07.2025 10:33 β
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Our Big Fantastic Virus Database (BFVD) is now published NAR! It contains protein structure predictions of major viral clades, enhanced by petabase-scale homology search and it's explorable on the web.
π bfvd.foldseek.com
πΎ bfvd.steineggerlab.workers.dev
π academic.oup.com/nar/advance-...
23.11.2024 21:12 β
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Go @hannjbrown.bsky.social and @iduggin.bsky.social !! Archaea champs πͺπ½
23.11.2024 23:07 β
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@xabivc.bsky.social
23.11.2024 01:52 β
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. @snobsi.bsky.social @juliameltzer.bsky.social
21.11.2024 05:59 β
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ArchaeaCast
Science Podcast Β· 3 Episodes Β· Updated Biweekly
New podcast entirely about archaea just started!
podcasts.apple.com/us/podcast/a...
15.11.2024 16:57 β
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Join us at the JAMS Sydney community! π«Άπ»β₯οΈ
20.11.2024 07:49 β
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Hi there! Just made it to π¦ Would love to be added too!
19.11.2024 11:50 β
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Finally started migrating from X to bsky and hoping to connect with more people interested in #Bioinformatics π§¬π». Thanks @amanzanom.bsky.social for all the tips so far and if someone out there have any good tips, please let me know!
07.11.2023 23:48 β
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A nice paper on microbial dark matter revealing that in situ devices increase coral's microbes culturability up to 570% is out on iScience π§ͺ. This device, initially used in soils, has proved to be useful in marine sponges and, now, in corals as well.
www.sciencedirect.com/science/arti...
#SymbioSky
14.11.2023 22:01 β
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Hello Blueskis. Here is a starter pack of General Microbiology. It's a small list currently. Please feel free to self-nominate and I will add you.
go.bsky.app/QgSQHJ9
12.11.2024 21:33 β
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I made a quick Starter Pack for scientists working on virus discovery - please reply if youβd like me to add you to the pack (or remove you) or to recommend anyone! #scisky go.bsky.app/HK1wxRb
16.11.2024 16:44 β
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I made a starter pack for researchers who study various aspects of viral sociality. It's woefully incomplete and has lots of room to grow, so do message me if I've missed you!
go.bsky.app/3PfgjkP
#SocialViruses π¦ π§ͺ
17.11.2024 14:40 β
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added to Virology and Virus-Host interaction #2 go.bsky.app/6bSDmrW
18.11.2024 11:51 β
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