Necessity Protects Chain of Thought Monitoring by Prevention, Not Disclosure
Preface: The case for reading chain-of-thought is that it is cheap, scalable and simple, it's just sit and read what the model wrote and catch it…
Communities 7239 stories
MoE models around A2B
There's a bunch of small MoE with around 1B active params, like LFM2.5 8B A1B and Granite 4.0h 7B A1B; and then there are models with…
I benched quad 20GB 3080s on Vast AI for code generation with Qwen3.6-27B so you don’t have to (it’s even better than quad 5060Tis)
TL;DR it's pretty goddamned fast; 69 tps decode at near max (256k) context with MTP on. prefill numbers went down to 893 at max context with…
LLMOSES
And it came to pass in those days, when the camp lay under the mountain's shadow, that Llmoses went up into the cloud, and the people…
Restructuring GitHub's bug bounty program
Article URL: https://github.blog/security/next-chapter-restructuring-githubs-bug-bounty-program/ Comments URL: https://news.ycombinator.com/item?id=49016099 Points: 3 # Comments: 0
Announcing Genesis-Science-1, an Open-Weight Model for Scientific Research – Arcee, which develops open-weight models in the US, partners with the Department of Energy to build Genesis-Science-1, an open model for scientific research
submitted by /u/pscoutou [link] [comments]
Reading Dudley and Jacqueline's Barn Dance Book
Dudley Laufman passed away last week at the age of 95. He's best known for his extensive contribution to the 1970s contra dance revival, and especially…
Honey Bee Colony Monitoring via Audio IoT Sensors, Tensorgrams and RNNs
Article URL: https://arxiv.org/abs/2607.20386 Comments URL: https://news.ycombinator.com/item?id=49015878 Points: 3 # Comments: 0
Run large language models at home, BitTorrent‑style
Article URL: https://petals.dev/ Comments URL: https://news.ycombinator.com/item?id=49015735 Points: 4 # Comments: 0
How to make a 3B parameter model act like a 30B+: The Structural Harness approach (instead of blind prompt engineering)
Hey r/LocalLLaMA, Like a lot of you, I've been experimenting heavily with smaller local models (around 3B–8B parameters) because of speed and hardware limits. And like…
Protecting our FLOSS commons from LLMs
Article URL: https://blog.codeberg.org/protecting-our-floss-commons-from-llms.html Comments URL: https://news.ycombinator.com/item?id=49015635 Points: 33 # Comments: 2
Codeberg Bans Cryptocurrency Projects
Article URL: https://codeberg.org/Codeberg/org/pulls/1254 Comments URL: https://news.ycombinator.com/item?id=49015588 Points: 13 # Comments: 0
FYI You dont need expensive networking for multi-node gpu. 30t/s laguna Q2_K_XL (39.7GB) on 2×4060+1×4060 using a $20 usb->ethernet.
Turns out a regular ethernet cable between 2 nodes can run laguna UD-Q2_K_XL (39.7GB) using a direct point to point network. Interestingly on `nvidia-smi dmon -s…
How are we feeling about Poolside’s Laguna S 2.1? (only comment if you’ve used it)
I've got some time tonight and am excited to run it through my agent loops and form my own opinion. Wanted to hear everyone else's as…
24/7 Subreddit Radio
I built a 24/7 radio station about r/wallstreetbets Everyone hears the same second at the same time. Real radio, not a playlist. You don't pick a…
Why I'm building a note taking app without AI
Article URL: https://withdocket.com/blog/why-im-building-a-note-taking-app-without-ai Comments URL: https://news.ycombinator.com/item?id=49014798 Points: 7 # Comments: 4
Anthropomorphism in Children's Interactions with LLM Chatbots
Article URL: https://arxiv.org/abs/2607.18250 Comments URL: https://news.ycombinator.com/item?id=49014537 Points: 5 # Comments: 0
One encoder, seven heads: what we learned training a unified security classifier with masked losses [P]
We spent the last months consolidating seven separate sequence classifiers into one multi-head model, our apex model, so to speak, and since the weights are now…
Sanctions on Open Source. hope they don’t do anything stupid here.
submitted by /u/MLExpert000 [link] [comments]
China’s Kimi K3 fuels fears safety curbs are holding back US AI
interesting to see the reverse of the American frontier model makers' stance coming from the Chinese side via South China Morning Post submitted by /u/zxyzyxz [link]…
+1 if you are friend of open weight models and would rather pay $20 for Kimi rather than closed cloud providers
If you are a fan of local A.I. boycott the big cloud providers. I have several cloud accounts but I'm planning on letting them expire. What…
Charles Ross spent 50 yrs building Star Axis naked-eye observatory in New Mexico
Article URL: https://www.nytimes.com/2026/07/22/arts/design/charles-ross-star-axis-land-art.html Comments URL: https://news.ycombinator.com/item?id=49014034 Points: 13 # Comments: 2
Medici family mystery may be solved after more than 400 years
Article URL: https://www.cnn.com/2026/07/15/science/medici-family-mystery-dna-malaria Comments URL: https://news.ycombinator.com/item?id=49014007 Points: 8 # Comments: 0
Any text-to-SQL benchmark should address difficulties of real-world data stores
Article URL: https://cacm.acm.org/blogcacm/if-you-think-you-can-do-real-world-text-to-sql/ Comments URL: https://news.ycombinator.com/item?id=49013995 Points: 5 # Comments: 0