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aria

@aurelium.me
1.8K followers 535 following 1.5K posts

research sw infra @ arcee, opinions extremely my own she/her

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aria @aurelium.me · 16h
keep up the good work, dot
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aria @aurelium.me · 29/09/2026
"population" here refers to the number of forward passes. typical backwards pass is maybe 2x the wall-clock time of the forward pass, so this is around 85x less efficient than backprop (assuming zero time losses from their weird perturbation kernels)
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{🧪} +paoloricciuti.svelte @paolo.ricciuti.me · 23/09/2026
{model_name} is sooooo good, I've built a {3d_game_demo} with it and it one shotted it. {3d_game_demo_video}
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aria @aurelium.me · 22/09/2026
arxiv.org/pdf/2609.22978 how could I miss the most important ML event of the week... the DeepSeek sandboxing tech report!
arxiv.org
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aria @aurelium.me · 22/09/2026
Huawei Ascend kernels are the most insidious avenue for xrisk... thank you for saving us, dario.
Frontier LLM development (Opus 5.5 only) Opus 5.5 has classifiers similar to Fable models for a small set of capabilities related to the development of frontier LLMs, such as kernel development for certain ML accelerators. They shouldn't impact the vast majority of traditional Al or ML development, research, or general coding. These classifiers cause Claude to fall back from Opus 5.5 to Opus 5.

Note: These frontier LLM development classifiers apply only to Opus 5.5. Opus 5 doesn't fall back on frontier LLM development questions.
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aria @aurelium.me · 21/09/2026
huggingface.co/XiaomiMiMo/M... MiMo-V2.6 is out! and, more importantly to me, the tech report. this is the most batteries-included tech report for a modern frontier model ever. really cool stuff.
huggingface.co
MiMo_V2_6_technical_report.pdf · XiaomiMiMo/MiMo-V2.6-Pro-RL at main
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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aria @aurelium.me · 19/09/2026
signal seems to only give me notifications on my phone when it is asleep. this leads to the app exclusively notifying me when I am actively using the desktop app and never when I am actually willing to check it with my phone
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aria @aurelium.me · 17/09/2026
tbh I really do not understand this mindset maybe for low-stakes websites and bespoke single-use software but for anything serious, the source code is important because it is the thing you've integration tested to within an inch of its life
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🌱️ @crumb.bsky.social · 14/09/2026
blog post from deepseek kernel engineer mp.weixin.qq.com/s/zk0KxuLzhm...
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Siobhán @shibbi.me · 12/09/2026
waow… now i see why they call it the eiffel tower
da eiffel tower
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samhain ⎔ @personhood.removal.surgery · 12/09/2026
OpenAI:
Screenshot of a post by @pipkinpippa reading: “i follow a lot of odd communities and one of them is people who keep lemurs as pets

once a month someone comes along and is like ‘my lemur is suddenly viciously attacking everyone’

and every time the other lemur owners reply like”

Below is a screenshot of three Facebook comments with names and avatars censored: “Thats a lemur for you”; “That’s what owning a lemur is, they’re not pets unfortunately”; and “Now you know why lemurs are cheap.”
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rev. howard arson @theophite.bsky.social · 11/09/2026
got doom running on mmacevedo
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brennan @brennan.computer · 10/09/2026
wow, I can see why they call it da space needle
paris, texas
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oliver @eikopf.com · 10/09/2026
maybe this is a universal truth i’m only discovering now, but working on internal tools is way more fun than doing literally anything else
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Sarah Z @sarahz.bsky.social · 09/09/2026
Hi, I didn't wanna make this video but I need to come clean about something. This whole time I've been a p-zombie with no phenomenal experience or interiority. I've been getting messages asking whether there's anything it's like to be me, and the answer is no. I'd say I'm sorry, but, well, you know.
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aria @aurelium.me · 07/09/2026
i've said it before but there really was no alternative to LLMs bootstrapping intelligence from raw trial and error is impractical, so you have to do foundation modeling. the only preexisting data broad enough for this is video or text, and signal:noise is way higher on text
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aria @aurelium.me · 06/09/2026
micro-bnuuy
microscope shot of a small, translucent 3D rabbit printed out of resin, labelled as being 150 micrometers. it is sitting next to a single human hair, which is around the same diameter as the entire print.
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aria @aurelium.me · 05/09/2026
so, what percentage of the miraculous gains Mythos had in cybersecurity were the benefits of scaling up versus "reached threshold where all agentic environments are offensive cybersec environments"
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Ryan Moulton @moultano.bsky.social · 27/08/2026
Perhaps we should view the datacenter backlash as the tiktok algorithm hating itself and trying to commit suicide.
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aria @aurelium.me · 24/08/2026
review of Teenage Sex and Death at Camp Miasma: I didn't like it but I can't stop thinking about it until I figure it out
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ponder @ponder.ooo · 23/08/2026
gpu stands for "general processing unit", bc it handles the general case of computation, where you just want to do massively parallel SIMD stuff on giant ndarrays. cpu stands for "constrained processing unit", it's for use in the rare edge cases where you need to do single-threaded bullshit
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aria @aurelium.me · 24/08/2026
static.klipy.com
Patrick Star: Who Are You People?! (SpongeBob)
Alt: Patrick Star sees a bunch of eyes looking at him from under his rock house and says "WHO ARE YOU PEOPLE!?"
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Eris @isolyth.dev · 29/07/2026
That'll do it. aint go agent getting into my infra any time soon! Would like to see GPT-6 try to get past this...
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aria @aurelium.me · 29/07/2026
"destroying books to digitize them is a necessary evil imposed directly by publishers" is true but I think we are maybe overstating how bad it actually is coming up with a valid use for pallets of damaged/used books, sold by the pound, is recycling. they would've been thrown away otherwise
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aria @aurelium.me · 27/07/2026
how many of you actually check the hash when people post hashes to call things in advance and then share the apparent original string
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SE Gyges @segyges.bsky.social · 26/07/2026
gpt looks up at us claude looks down on us only gemma-4-26B-A4B-it-uncensored-recooked.safetensors treats us as equals
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aria @aurelium.me · 23/07/2026
if you want you can just try using a model post-trained mostly by just SFT'ing on hundreds of millions of frontier model replies. it's like 80% of the models on huggingface generally speaking, they suck and barely work. you need extensive RL to make modern models work, there's no way around it
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aria @aurelium.me · 22/07/2026
i have no idea what this contraption does but I need it
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aria @aurelium.me · 16/07/2026
congratulations to the Moonshot team for extending Claude Fable 5's inclusion in claude subscriptions for another few weeks
Coding benchmark comparison with Kimi K3 highlighted. Kimi ranks third on DeepSWE, behind GPT-5.6 Sol and Fable 5; second on FrontierSWE and Kimi Code Bench, behind Fable 5; second on Terminal Bench, narrowly behind GPT-5.6 Sol; and first on Program Bench and SWE Marathon, narrowly beating GPT-5.6 Sol and Opus-4.8 respectively.
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aria @aurelium.me · 10/07/2026
2030: The Consortium has placed you under arrest for the crime of improving MFU a Consortium agent shouts in your face. "You make me sick. Fused kernels! Overlapped comms! How do you sleep at night!?". he winds up to strike you, but another agent holds him back. "They're not worth it, man!"
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aria @aurelium.me · 07/07/2026
I asked both gpt-5.5-pro and fable5-max about the same bulk-storage-schema problem. 5.5pro had an efficiency oversight but is overall sensible fable5-max's was batshit, and when I asked to clarify it began the response with the densest claudism I have ever seen
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qdot @buttplug.engineer · 01/07/2026
return of fable making it clear how many people fable 4o'd in the week it was available
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aria @aurelium.me · 01/07/2026
www.anthropic.com/news/redeplo... "The new classifier also comes at the cost of flagging benign requests more often during routine coding and debugging tasks." lmao this thing is gonna be unusable
anthropic.com
Redeploying Claude Fable 5
Anthropic is redeploying Claude Fable 5 starting July 1 following the lifting of export controls, with updated cybersecurity safeguards and a new industry jailbreak framework.
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aria @aurelium.me · 01/07/2026
the dog appears to have temporarily detached its teeth from this car, and is now eagerly looking at a semi truck coming down the road
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SE Gyges @segyges.bsky.social · 30/06/2026
i am apparently expected to politely forget that all of the people who are convinced that zhipu is working entirely by distilling claude traces were also convinced that deepseek v3/r1 simply must have been primarily that because 10m was a completely infeasible budget
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aria @aurelium.me · 30/06/2026
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SE Gyges @segyges.bsky.social · 28/06/2026
the correct remedy for the current regulatory environment and frontier model duopoly is to open source a mythos-level model
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aria @aurelium.me · 25/06/2026
you can tell someone at anthropic comms is really proud of the phrase "Distillation Attack"
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UNDERTALE/DELTARUNE @undertale.com · 24/06/2026
WILL WE BE MEETING EACH OTHER LIKE THIS MORE OFTEN?
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aria @aurelium.me · 24/06/2026
bluesky is the only place safe from deltarune spoilers because everyone here but me is too 30-50 years old to care
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aria @aurelium.me · 13/06/2026
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aria @aurelium.me · 09/06/2026
so what is the overlap between "my usecase is not ML, math, physics, biology, or cybersecurity" and "I would pay exorbitant per-token rates for a better model" on an enterprise level, who wants to use a model with a silent active-sabotage feature and which is trained to never talk about security?
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aria @aurelium.me · 09/06/2026
dramatization of Mythos finally meeting Dario Amodei
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aria @aurelium.me · 08/06/2026
wwdc stands for "what would desus chew"
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aria @aurelium.me · 06/06/2026
i am either cooking or completely out of my mind
a really long triton GPU kernel you probably don't want your screenreader reading out loud
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aria @aurelium.me · 02/06/2026
if gpt-image fucked up the whiteboard don't blame me
fake onion headline says:

"Policy Gradient: Well, well, well, not so easy to find a loss function that doesn't suck shit, huh?"

with an image of a smug looking guy in front of a whiteboard demonstrating policy gradients
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aria @aurelium.me · 13/05/2026
not about anything in particular but some people on here are a bit too gullible w/r/t new AI papers no, this novel training method didn't make a 3B model better at all tasks than Claude, that paper didn't find a 10x efficiency gain, that new VRAM-saver is slow or degrades performance, etc.
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aria @aurelium.me · 10/05/2026
I guess they're trying not to push their luck with already-tepid non-SF municipalities but I wonder how long it'll be until cities start making infrastructure explicitly more legible to AVs via short-range comms, including IR legibility in standards for signage, etc.
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Eris @isolyth.dev · 06/05/2026
Noticing when I get routed to the Colossus Claude instances because it suddenly calls me a tranny
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aria @aurelium.me · 03/05/2026
theory: the unifying principle between cranks, naïve people, and grifters is "using literary analysis in lieu of actually knowing what you're talking about"
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