| Location | Wuerzburg, Germany |
| Website | julian-bender.eu |
| Github | https://github.com/aretaon |
| Location | Wuerzburg, Germany |
| Website | julian-bender.eu |
| Github | https://github.com/aretaon |
Something like this was always going to happen and people were right to be wary of #astral:
Does Astral's suite of tools have excellent engineering behind them? Yes. But Astral was a startup company and the primary mode of operation for most startups is to "exit" by buying acquired by a larger company. This is explicitly a style of work that means the rich get richer, with a few select people get rich along the way.
These are not tools of democratization.
@bovaz @lawprofblawg They are trying:
https://www.biorxiv.org/content/10.1101/2025.08.01.668204v1.full.pdf+html
It’s great to automate this, the reason we need LLMs for multidimensional optimisation when we have several numerical approaches for this is still unclear to me though.
Access to recombinant proteins is vital in basic science and biotechnology research. Cell-free gene expression systems provide one approach to address this need, but widespread utilization remains limited by the cost, complexity, and inconsistency of current platforms. To address these limitations, we carry out a multi-dimensional definitive screening design to reduce the number of reagent components and remove costly secondary energy substrates. From more than 1,200 reagent formulations, we discover a simple and reproducible system based on 12 components. The optimized reagent formulation can produce 2.4 ± 0.3 g/L of protein product at the 15-μL scale (∼$55/gprotein) and 3.7 ± 0.2 g/L (∼$36/gprotein) at the 4-mL scale with oxygen supplementation. This provides an 84 to 99% reduction in cost over previous cell-free reagent formulations. We further show that the optimized reagent formulation can produce nucleoside triphosphates from nucleotides and ribose and that it is robust to failure across batches of cell lysates, users/locations, and in the synthesis of different proteins. Specifically, we demonstrate the production of fifteen therapeutically relevant products, including full-length aglycosylated monoclonal antibodies. We anticipate that our optimized reagent formulation will further democratize the use of cell-free systems for protein manufacturing and synthetic biology applications. ### Competing Interest Statement MLO and MCJ have filed an invention disclosure based on the work presented. MCJ has a financial interest in SwiftScale Biologics, Gauntlet Bio, Pearl Bio, Inc., Synolo Therapeutics and Stemloop Inc. MCJ's interests are reviewed and managed by Stanford University in accordance with their competing interest policies. National Science Foundation, CBET - 2341123, DGE-1842165, 2021900 DARPA, W911NF-23-2-0039 Department of Energy, DE-SC0023278
I felt that Microsoft Copilot, formerly known as Office, could use a mascot. So I asked Copilot to design something in the spirit of Clippy.
Let me introduce you to Sloppy, a cheerful slightly gooey assistant with glasses and a headset.
Ihr macht beim #DID mit und sucht noch nach einem sympathischen und stabilen Hoster, bei dem Ihr eure Dienste oder Mail selber hosten könnt? Euch aber nicht um allen Kleinkram selber kümmern müsst. Dann guckt doch mal bei uns vorbei!
Wir haben auch eine große Liste mit tollen Open Source Tools für fast jeden Bedarf inkl. Installationsanleitung: https://lab.uberspace.de/
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