Aditi Merchant
adititm.bsky.social
Aditi Merchant
@adititm.bsky.social
BioE PhD student @ Stanford in the Hie Lab // ML for Synthetic Biology
Pinned
What if we could autocomplete DNA based on function?

Today in @Nature, we share semantic design—a strategy for function-guided design with genomic language models that leverages genomic context to create de novo genes and systems with desired functions. 🧵

www.nature.com/articles/s41...
Reposted by Aditi Merchant
Nature research paper: Semantic design of functional de novo genes from a genomic language model

go.nature.com/48uEnAn
Semantic design of functional de novo genes from a genomic language model - Nature
By learning a semantics of gene function based on genomic context, the genomic language model Evo autocompletes DNA prompts to generate novel genes encoding protein and RNA molecules with defined activities, whose sequences generalize beyond those found in nature.
go.nature.com
November 25, 2025 at 8:58 AM
Reposted by Aditi Merchant
Today in @nature.com, in work led by @adititm.bsky.social, we report the ability to prompt Evo to generate functional de novo genes.

You shall know a gene by the company it keeps!
November 19, 2025 at 4:24 PM
Reposted by Aditi Merchant
Published today in @nature.com, @adititm.bsky.social & researchers from the @brianhie.bsky.social lab report that the large-scale genomic model, Evo, is capable of using surrounding genomic context to produce novel, functional genes, enabling an an emergent approach they've termed 'semantic design'.
November 19, 2025 at 6:17 PM
What if we could autocomplete DNA based on function?

Today in @Nature, we share semantic design—a strategy for function-guided design with genomic language models that leverages genomic context to create de novo genes and systems with desired functions. 🧵

www.nature.com/articles/s41...
November 19, 2025 at 4:31 PM
Reposted by Aditi Merchant
New @biorxiv-synthbio.bsky.social on #Evo 👀⤵️🧵 introducing Evo 1.5 for semantic mining + SynGenome - an AI-generated genomics database #AI #synbio #LLM🧬 @adititm.bsky.social @brianhie.bsky.social et al. @arcinstitute.org
December 22, 2024 at 7:23 PM
Excited to have the first project of my PhD out!! By leveraging genomic language model Evo’s ability to learn relationships across genes (i.e., "know a gene by the company it keeps"), we show that we can use prompt-engineering to generate highly divergent proteins with retained functionality. 🧵1/N
December 19, 2024 at 6:54 PM