apaz @apaz_cli
https://t.co/EYtS07MR7w Making GPUs go brrr Hiding in your wifi Joined July 2019-
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Over the past couple days I've been very busy but I have been chipping away on a C implementation of Qwen3. With any luck I will be porting it to the Ryzen NPU.
Disabling GPU acceleration in Firefox let me scrape together enough vRAM to increase my batch size by 3.
Claude code programs so defensively that it's becoming useless. It's so fried by RLVR. Every statement is wrapped in a try/except. I'm switching back to aider.
Two new ultra fast SSDs for dataset processing. If you arrange them in a RAID 0 you can treat them as one big SSD and also effectively double your read/write speed. Which is very very useful for running experiments on large amounts of data.
I am slowly uncovering that AMD's NPU software is actually fairly feature complete and well documented. The problem is just that it's a keyword soup of internal acronyms, and nobody actually works on it outside of AMD. So despite the excellent docs I feel like I'm flying blind.
That's okay, I wasn't doing anything today either
Someone is trolling. 500+ <span> tags, then a tiny paragraph, followed by 500+ </spans>. Blew the stack. Someone cares a lot about protecting their Attack on Titan intox smut. What a time to be alive.
I have seen from LLMs an obsession with `os.environ.get("VAR", "bad default")` instead of `os.environ["VAR"]`, even when there's no conceivable way the program could work without that env var. Unfortunate RLVR side effect.
Thanks to @AMD, @FrameworkPuter, and @AnushElangovan for sending me a system with a Ryzen AI NPU to hack on :) Expect fun and interesting things to come.
Holy crap, @asianometry's schizopost was right
Holy crap, @asianometry's schizopost was right
We’re going permissive: Apache 2.0 across the board. AFM-4.5B is now relicensed from Arcee to Apache 2.0; the agent variant will launch under Apache 2.0; and all upcoming releases ship with open weights. Three models are in training.
Glad Claude is finally out of big @JeffDean's TPU hell.
@MatthewJBar Open source infrastructure does not imply that everybody is now suddenly inferencing models on consumer grade hardware for shits and giggles as you seem to be suggesting. Ultimately, accumulating RL envs in a centralized fashion succumbs of network effects. To not build on open…
>"Superintelligence Lab" >First paper is a RAG paper What? Is this what so many billion dollars gets you? RAG? Really? Please for the love of god release some scaling experiments or something I beg
>"Superintelligence Lab" >First paper is a RAG paper What? Is this what so many billion dollars gets you? RAG? Really? Please for the love of god release some scaling experiments or something I beg
Web scraping infra is simultaneously very easy and very hard. My next step is to write a quick disk streaming data processing framework so I can work the data into a dataset suitable for training an LLM. Writing a blog. Methodology/all code will be public, data/model will not.
Web scraping infra is simultaneously very easy and very hard. My next step is to write a quick disk streaming data processing framework so I can work the data into a dataset suitable for training an LLM. Writing a blog. Methodology/all code will be public, data/model will not.

Max Caldwell @max_takeoff
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