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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…
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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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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Just went into HF and got a heart attack. 💀💀💀💀
huggingface.co/IteraCompute/…
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Angel. retweeted
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…
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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We're cooking something that could possibly change everything in AI's world.
lmao the progress i've done on the O(n) architecture is CRAZY.
it converges so quickly. Tomorrow is when i'm gonna do the most progress as i'm gonna lock in on it with a friend we're gonna figure everything out.
the inference engine is ready, I'm iterating a few things with people who have other rtx cards than mine, to create all the recipes and making it work with gpu-unlock ( which i'm hillclimbing ).
I'll be able to release this in a few days, it's gonna go brrrr!
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Who's in the deep waters of quantum maths with me?
share what you feel I would be pleased to read everyone 😂😂
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