Angel. (@xerakyle) header
Angel. (@xerakyle) profile picture

18yo Research ML engineer. RL, post-training, quantization. Building new architectures.

Joined October 2026
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Introducing HolyCyber, a defensive cybersecurity instruction dataset that shows its work. 51,805 records · 17 domains · 127.6M tokens Every row ≥2,000 tokens, grounded in 3,602 real sources (ATT&CK, CWE, OWASP, NIST, arXiv) Trained to build detections, triage incidents & refuse the dark side huggingface.co/datasets/Reiz…
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Wow! Nvidia without him is not Nvidia.
JUST IN: 88% of Nvidia employees voted for Jensen Huang to stay as CEO.
Readers added context they thought people might want to know
The 88% is from a November 9-10 Blind poll of 232 Nvidia employees. It predates Jensen Huang's resignation on November 12. Colette Kress is the interim CEO and there is an internal petition to bring Huang back. wired.com/story/nvidia-e… reuters.com/business/retai… globenewswire.com/news-release/2…
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JUST IN: 88% of Nvidia employees voted for Jensen Huang to stay as CEO.
Readers added context they thought people might want to know
The 88% is from a November 9-10 Blind poll of 232 Nvidia employees. It predates Jensen Huang's resignation on November 12. Colette Kress is the interim CEO and there is an internal petition to bring Huang back. wired.com/story/nvidia-e… reuters.com/business/retai… globenewswire.com/news-release/2…
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Brother... slip once and you have no feet anymore...
Definitely giving this a try.
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I have to say this is one of the best things I saw in terms of quality and price.
Put your AI budget into hardware you own. Run supported models locally with XAIStack -- a modular AI workstation + NAS. No per-token fees. Expand as your needs grow. Reserve for US$10 to unlock US$400+ in launch savings.

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Releasing anything but Qwhen 4 27B...
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Very interesting from GLM. I wonder if they'll be able to make something better than Opus 5.5. As Qwen 4 is at same level in previews as Opus 5.5, I hope GLM 5.5 will make better results.
Z.ai chief scientist Jie Tang has revealed what the upcoming GLM-5.5 was trained on: -1 trillion web pages crawled at 10B pages/day -2 billion scientific PDFs -50 million books -500 million repositories of code -10 billion videos -300 million hours of audio
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Why aren't we allowed to do what we want with AI, it's one of the best inventions of all time and they don't want us to make benefits from it. Starting to get bored from anti-AI people.
The author of AI 2027 agrees to a ban on RSI. I hope he is being sarcastic.
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It's the second night waiting for Qwen 4 to explore what make this model so powerful AT FU**ING 27B
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I have a feeling Qwen 4 will drop tonight!
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Hopefully it's a sign that Qwen 4 wil drop!! Can't wait to see what this model can do.
The becoming begins.
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Guys I think we're not ready to see what GPT 6.2 bel can make.
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Another DeepSeek drop: dsh-superagent An agent framework that works through a repo's GitHub issues and PRs with many agents in parallel, designed to take as little human attention as possible while delivering as much value as possible. github.com/deepseek-ai/dsh-s…
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I switched to Anthropic a month ago and seeing this I'm very happy about that 🤣🤣🤣
Bad news for ChatGPT users: starting in December, Plus, Pro and Business limits will be shared across ChatGPT and Codex. OpenAI quietly updated its help page. Usage will now be measured in tokens, so bigger models and harder tasks burn through your allowance faster. Only Instant chat stays free of the limit. Hit the cap and you wait, upgrade or buy credits. Heavy Codex users may feel this one.
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Qwen 4 is comming! I hear a lot of good things about it, can't wait to see the 27B and what this monster can do!!🔥🔥
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We're working on a new harness for JEV type models "XERA JEV" with my goat @RoliumGens. Can't wait to show you the result! 🔥🔥
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Hell yeah!!!!! When you go into datasets on HF the dataset I released yesterday is on the trending page!!! Incredible, I didn't expect much visibility from this to be honest. 🔥🔥🔥
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Look closer at these four rotors Same prompt, four models: Claude Opus 5.5, GPT-6 Astra, DeepSeek V4.1 Flash 1017 and Claude Sonnet 5.5, each asked to build a helicopter swashplate. It’s a tough test because every actuator, bearing and link has to connect and move correctly when the rotor tilts. The differences in mechanical detail are striking. Worth a watch for anyone following how the latest models handle 3D and engineering tasks.
Look closer at these four rotors. This is engineering, not animation. 🚁 Same prompt, four models: Claude Opus 5.5 · GPT-6 Astra · DeepSeek V4.1 Flash 1017 · Claude Sonnet 5.5 A swashplate has nowhere to hide. Every actuator, bearing and link has to connect. Raise or tilt the ring, and the motion has to travel through rigid linkages to every blade. One stretched rod or one floating joint, and it's fake. I'm not scoring them. You tell me: which one is real engineering, and which one is just spinning metal? 👀 Opus, Astra, DeepSeek or Sonnet?
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Qwen4 is almost here 🔥 The Qwen team just teased the Qwen4 series live from Amsterdam: Qwen4-Max, Qwen4-Flash & Plus, and Qwen4-27B. The release is reportedly planned for next week. Definitely one to watch for anyone following open and frontier models. #Qwen4 #AI #LLM
Qwen4, coming soon… CTO quote was “next week” Xudong Guo - Research Scientist, Qwen, Token Foundry Live from Amsterdam
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