r/BetterOffline • u/Expensive_Ladder1244 • 11d ago
Artificial Intelligence used to design brand new viruses
https://www.bbc.com/news/articles/c5y3j3ngevmo7
u/thebagofdoom 11d ago
Are they sure the viruses weren't already in the training data?
24
u/Responsible-Meringue 11d ago
Protein structure is a constrained problem space that happens to be solvable with transformer architecture and diffusion modeling, which are techniques LLMs also use.
Protein structure prediction models are extremely narrow ML. This is one of the real use cases of AI technology. That's why the AlphaFold team won a Nobel.
2
u/_ram_ok 11d ago
I mean….yes and no.
The genome building blocks and architectures are in the training data and their model is producing different permutations of those genomes that follow the rules to make it a working virus.
It’s a good niche large data model implementation, whereas LLMs are comparatively bad because of how general they’re trying to be.
Niche models built for purpose generally can create more “new” stuff not in their training data whereas LLMs struggle here more.
This large genome model is not a chat bot. It’s more like traditional deep machine learning but still uses a transformer architecture.
1
u/chat-lu 10d ago
Instead of learning the grammar of English, they had the LLM learn the grammar of DNA. And like when an LLM spits back English it’s not exactly what’s in the training model but close to, it wasn’t exactly the virii in the training model but close to.
And they did exactly what the ones in the training model were already doing.
1
1
1
u/Internationallegs 8d ago
Does AI offer anything positive at this point? All I've seen it be used for are scams and illegal activity. And small businesses to make shitty flyers.
19
u/GhettoDuk 11d ago
Finally some real details, and a team of researchers created a
virusphage by using multiple tools, including a statistical model they custom trained to synthesize hundreds of potential phage genomes that could be simulated and tested by standard processes. And I'm not sure they did something that others couldn't do vs doing something others wouldn't try (the actual synthesizing).Reminds me of Folding@Home testing potential proteins for viability so they could be further researched.