AI Keeps Failing at Microbiome Prediction
Why simple models keep winning, where deep learning still shines, and where the field is headed
AI has huge promise for genomics -- but it has consistently failed at microbiome-based prediction.
My new post on why simple models keep winning, where deep learning actually earns its place, and where the field is headed
blekhman.substack.com/p/ai-keeps-f...
02.03.2026 00:59 β
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I fucking hate proline so fucking much it's the worst amino acid it's so fucking stupid it's incapable of being fucking normal so it forms an ugly ass ring with itself with its own fucking nitrogen cuz it's a loser fucking amino acid I hate it so much I'd rather cut off my right tit than have to ever draw a mechanism with proline ever again
Remember that everyone you meet is fighting their own battle, sometimes with amino acids
02.03.2026 00:37 β
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Slime mold may be among the best part of my feed right now. Dont we live in a beautiful planet? π΅πππ
28.02.2026 20:15 β
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So somebody forgot the cultures and 28 years later they turn it into an opportunity and a paper? π
27.02.2026 17:48 β
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In case you missed it: our review titled "Spatial structure: shaping the ecology and evolution of microbial communities" is out! π¨
Let me hit you with some highlights on why spatial structure matters. (and why you should care!)
Sharing is appreciated π π§΅π
doi.org/10.1093/fems...
25.02.2026 13:06 β
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27.02.2026 02:08 β
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Phage-microbe interactions may contribute to the population structure and dynamics of hydrothermal vent symbionts
Abstract. Deep-sea hydrothermal vent ecosystems are sustained by chemoautotrophic bacteria that symbiotically provide organic matter to their animal hosts
Excited to share that @michelle-hauer.bsky.social's paper with @katiekliermicrobe.bsky.social @maggielangwig.bsky.social @karthik-a.bsky.social on phage interactions with chemosynthetic symbionts was published today. #NSF and @schmidtocean.bsky.social supported. academic.oup.com/ismecommun/a...
03.02.2026 16:54 β
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There is no hierarchy, I repeat, there is no hierarchy.
25.02.2026 01:02 β
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No animal alive today is βprimitiveβ β why are so many still labeled that way?
All species alive today, from chimpanzees to bacteria, are cousins that each have equally long lineages, rather than ancestors or descendants of one another.
The idea that humans sit atop an evolutionary hierarchy dates back to 1866, when a scientist drew the first tree of life with "Man" at the top. This inaccurate view still shapes how we think of the animal world, despite decades of genomic evidence proving evolution has no hierarchy.
buff.ly/055hdSo
24.02.2026 17:14 β
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23.02.2026 03:46 β
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Photo of three Cladonia podetia that look like a bouquet of red flowers.
A bouquet of Cladonia #lichen.
#Newfoundland, Canada
#fungi #fungifriends
The lichens are approx 3cm high.
22.02.2026 13:33 β
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It's the small things in life... Alder Goblets (Ciboria caucus), a tiny cup fungus that appears this time of year on very wet fallen alder catkins. #fungifriends #mycology #naturephotography #fungiphotography
22.02.2026 17:10 β
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Personally, Im a fan of Frau Hesse. The number of discoveries her agar has made possible are incalculable. Well, actually calculable if people would give her credit β¦
22.02.2026 22:45 β
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21.02.2026 16:23 β
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Photo of a sketch on a green cloth with 5 pens around it.
The sketch depicts a green forest with, in the middle, a little tree and a little house.
Somewhere are a samurai and a cat.
Indian ink and technical pens on a4 paper.
Daily sketch ππͺΎπ₯·πββ¬οΈ
Can you spot the cat ? What about the samurai ?
Below is a zoomed version of it :)
#art #artsky #ink #sketch
20.02.2026 12:00 β
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So what you really need is a snorkel!!!
16.02.2026 21:01 β
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Im in the good jacket AND umbrella camp. But I live in Humboldt so the precipitation regime is quite something else. βοΈπ§οΈπ§₯
16.02.2026 20:32 β
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Alright friends, I've been tasked with making Women in Science stickers for an event and I'm trying to expand both the racial and national diversity of the women who appear. So drop me your favorite women in science (loosely defined here) and, if possible, a symbol you'd use to exemplify their work
16.02.2026 02:49 β
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β€οΈβ€οΈβ€οΈ
15.02.2026 02:53 β
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We don't have to choose between the economy and the planet.
The UN reports that nature-based solutions (restoring forests, sustainable agriculture) can provide 37% of the climate mitigation needed by 2030.
Investing in green jobs isn't charity,itβs the most intelligent long-term investment.
14.02.2026 04:53 β
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π¨important announcementπ¨
15.02.2026 02:51 β
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Especially in your poo, you are cool too
14.02.2026 17:46 β
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14.02.2026 16:08 β
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Thread of available #sciart paintings at artologica.etsy.com
13.02.2026 22:42 β
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I want!
13.02.2026 22:22 β
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Oh to be a little Tardigrade walking around a microscopic volvox algae colony. π«§π»π§ͺ
13.02.2026 17:00 β
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If somewhere, everywhere, and nowhere are words, then somewhen, everywhen, and nowhen also get to be words.
13.02.2026 18:32 β
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Insanely weird white bugs that look kind of like they've been created with a piping bag.
Hey, check out some cotton cushion scale bugs!
12.02.2026 16:17 β
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