#megascale
megascale boosting is dead 🎉
January 8, 2025 at 11:06 AM
feels like that might conflict with my plan to build 5000 megascale datacenters to run the ai and power them all with fossil fuels
March 31, 2025 at 12:39 AM
In today's EMPOWERED vol.12 webcomic page, mommy-to-be Emp warns Major Havoc as the Uncaged Demonwolf takes a megascale swipe at him: www.empoweredcomic.com/comic/volume...
March 25, 2026 at 2:10 PM
Megascale microbiome analysis with DartUniFrac www.nature.com/articles/s41... #jcampubs
Megascale microbiome analysis with DartUniFrac - Nature Biotechnology
DartUniFrac enables scalable microbiome analysis of up to millions of samples and taxa.
www.nature.com
August 28, 2026 at 10:11 PM
If anyone is insulated in an echo chamber, it's silicon valley people who haven't recognized what the field of AI gave rise to once megascale money was injected into it, how radical opposition to it needs to be, and how far past "having a conversation" we are.
November 3, 2025 at 9:58 PM
I hope this pairs with that megascale mew in the Sleep Token piece cos yes. Good horror
July 21, 2025 at 10:52 PM
as the red army pushed closer to the German border, Hitler spent more and more of his time retreating into a private megascale kitsch fantasia with his court architect Speer - imagining a vast world-capital of impossible proportions growing from Berlin like a tumor, imagining it in ancient ruins
May 6, 2026 at 11:38 PM
Don't forget the plan to turn every source of potable water into liquid cooling for said megascale datacenters. Might need to cut down all the trees for biofuel plants when the fossil fuels runs out, too.
March 31, 2025 at 1:04 AM
god this is so cool it's like those megascale mining rigs with the big cutting wheels they use to fuck up mountains but it's good and beautiful instead of spiritually and morally ugly
June 23, 2025 at 10:04 PM
I know that the AI shit feels like you're being inexorably steamrolled, and everyone it's fucking everything up for everyone. There's probably a megascale data center project around you. Find the next mandatory public meeting. Per usual, the more people, the better.
Council meeting about the big AI data center project that'll fuck the Schuylkill up didn't go well for the corporate lawyers reading off slide decks and smugly talking about corporate rights. (The town hall building/museum was packed wall-to-wall, I'm getting a tiny fraction of it.)
May 28, 2026 at 7:18 PM
even if you want to provide the very best service/product

and you don’t want to use automation

megascale makes that impossible, bc organizational complexity doesn’t increase linearly 1:1 with each new staffer, it increases geometrically
scale is inherently toxic bc it devalues the actors in the system

if you have 500 million users and 700,000 are hit by a terrible edge case, that’s still only 0.14% of your user base and it doesn’t “make sense” to put resources into it

staffing for 500m users is also basically impossible
May 27, 2026 at 5:24 PM
Do we have any horror fans out there! If so, this is my megascale collection so far!
December 12, 2024 at 5:07 AM
The AI Hype industry wants us to believe that megascale LLMs developed and operated unethically and unsustainably are the only possible path to the future, that's nonsense. Smaller systems designed to do one thing really, really well can be game changing.
adsei.org/2026/02/18/p...
Pro AI, Anti-hype
The AI Hype industry wants us to believe that megascale LLMs developed and operated unethically and unsustainably are the only possible path to the future, but that’s nonsense. Smaller system…
adsei.org
February 18, 2026 at 5:16 AM
ok, this is the engine from Cosmos DB (the most exciting thing Microsoft did in years) open sourced under its original name to run on Postgres so you can do Cosmos DB anywhere and then move to the megascale low latency cloud when you need it (huge Cosmos DB fan here)
January 23, 2025 at 9:26 PM
...stop the incubators that are megascale bird farms
April 5, 2024 at 1:12 AM
Megascale recombination generates millions of catalytically competent PETases https://www.biorxiv.org/content/10.64898/2026.09.18.752806v1
September 22, 2026 at 5:45 PM
Megascale recombination generates millions of catalytically competent PETases https://www.biorxiv.org/content/10.64898/2026.09.18.752806v1
September 22, 2026 at 5:45 PM
...we now know that Just Giving People Money does better for humanitarian development (we should also be thinking about how to megascale that!) and need to reforge the capacity for thinking big more broadly.
March 5, 2026 at 3:57 PM
as people who have worked in video will tell you when drunk, video content service at anything less than megascale is a fucking trap for rubes
The more-hinged version of this take is that keeping hosting costs low makes it easier to decentralize hosting, making it more realistic for hobbyist-grade infrastructure to participate in the network on an equal footing.
free discourse token if you want it - “it’s bad to want bluesky to have video because transcoding and storage uses more co2 and water than just text”
January 2, 2024 at 12:32 AM
Excellent session.

One pushback: it feels like a overreading that consumer AI will vanish post crash - what will swap in are on device, open source/weight models. This is already happening.

What will die is any form of megascale training, and, as you say, the hype driving uncritical adoption.
July 23, 2026 at 2:53 AM
Inverse folding models fine-tuned on ddG data are SOTA on stability/thermostability prediction, & can be further improved by including features from PLMs; additionally, these help identify conserved AAs whose functional importance isn't obvious from structure alone www.biorxiv.org/content/10.1...
February 20, 2025 at 5:32 AM
the run energy changes seem rlly cool, i am a lil sad abt the megascale patch i was planning to abuse the heck out of that on an iron one day but it was definitely a good and overdue change lol
January 8, 2025 at 11:12 PM
Sorry I was busy heckling corporate lawyers who want to jam a megascale data center into the Schuylkill.
May 28, 2026 at 12:59 AM
try on a megascale level. The material Mars has, could allow us to build cylinder stations over a billion worth of Earth' living space (!) perfectly designed to mimic whatever conditions we like. No terraformed planet can match this kind of versatility or living space.
June 1, 2025 at 4:48 AM