Volodymyr Kyrylov

unsupervised learning and rl

[Volodymyr Kyrylov @darkproger]

Happy to release Accelerated Scan, a kernel library for first order parallel associative scans in vanilla @PyTorch, Triton 2.2.0 and CUDA C++.

pip install accelerated-scan🧵

[Aidan Clark @_aidan_clark_]

The core of ai psychosis, by the way, is the failure to properly align human-intelligence axes with ai-intelligence ones.

[Volodymyr Kyrylov @darkproger]

@defly_self @arunninghacker @OpenAI 👀

[Volodymyr Kyrylov @darkproger]

@MilksandMatcha 🎉🎉🎉

[Volodymyr Kyrylov @darkproger]

@iVira I like MacHider

[Volodymyr Kyrylov @darkproger]

@lindsmccallum 4.5 is pretty goated

[Volodymyr Kyrylov @darkproger]

59 GW

[Volodymyr Zelenskyy / Володимир Зеленський @ZelenskyyUa]

There is not a single power plant left in Ukraine that has not been damaged by Russian attacks. Not one. But we still generate electricity. Thanks to our people. We have kept our system running thanks to physical protection of the facilities – and thanks to everyone who helps us with air defense.

Just as important, Ukraine still has power because of our people – thousands of workers who serve millions. When I see our energy workers, our repair crews, rescue teams – I see something that is often missing in politics: true dedication – the ability to work at one hundred percent, to act immediately – in a real emergency. Not in a month, not in a year or two, but they save lives here, they save lives now. All these years.

Many politicians could learn – and must learn – from ordinary rescuers, from ordinary repair crews, from ordinary electricians – how to act immediately.

[Volodymyr Kyrylov @darkproger]

@Olympics ratio

[Volodymyr Kyrylov @darkproger]

spark is close to an order of magnitude latency improvement for token output, now tools are the bottleneck. great for networks of codex exec

[OpenAI @OpenAI]

GPT-5.3-Codex-Spark is now in research preview.

You can just build things—faster.

[Volodymyr Kyrylov @darkproger]

During my first attempts to exit vim, I didn’t realize I was accidentally entering codex from the 70s

[Volodymyr Kyrylov @darkproger]

@balesni @OpenAI excited!

[Volodymyr Kyrylov @darkproger]

Training on intermediate solutions during search helps kernel and algorithm engineering — excited about this application of gpt-oss.

[Volodymyr Kyrylov @darkproger]

@dmsobol @jahulas @maciejpioro @kuba_krj @Alibaba_Qwen @BytedanceTalk @_selebou @SkyLi0n @ChengZhoujun @QuentinAnthon15 @xidulu @aman_gif We didn’t publish any measurements however I found a very detailed write up from @SupritiVijay @AmanPriyanshu6 that might be useful: https://t.co/c38z4BmA8d

[Volodymyr Kyrylov @darkproger]

@jachiam0 @IrvZinter Save as mp4, ffmpeg has ok default visualizations

[Volodymyr Kyrylov @darkproger]

this time is the charm

[OpenAI @OpenAI]

GPT-5.2 Thinking evals

[Volodymyr Kyrylov @darkproger]

macapptree is an amazing tool for screen perception in gpt-oss!

[Mariya Hirna 🇺🇦 @HirnaMariya]

Wild NeurIPS moment:
@darkproger from @OpenAI told me he uses our open-source macapptree as his go-to tool for parsing macOS accessibility 🤯

Made my day!

[Volodymyr Kyrylov @darkproger]

@Thom_Wolf I am not tagging anyone

[Volodymyr Kyrylov @darkproger]

@Thom_Wolf pls let us in

[Volodymyr Kyrylov @darkproger]

@volokuleshov бімба