brrrock
5.2K posts

brrrock
@bchap1n
powershell and llm inference struggles / shitposts currently tolerating this toxic platform to learn about AI SRE @Proofpoint (opinions are my own)

Aloha! 🌺 Meet Ornith-1.0, a family of open-source LLMs specialized for agentic coding. Ornith-1.0 spans the full parameter sizes including 9B Dense, 31B Dense, 35B MoE, and 397B MoE. It achieves state-of-the-art performance among open-source models of comparable size on coding benchmarks including: ✅Terminal-Bench 2.1(77.5) ✅SWE-Bench(82.4 on verified, 62.2 on pro, 78.9 on Multilingual) ✅NL2Repo(48.2) ✅SWE Atlas(41.2 on QnA, 42.6 RF, 39.1 TW) ✅ClawEval(77.1) Post-trained on top of gemma4 and qwen3.5, Ornith-1.0 employs a novel self-improving training strategy in which reinforcement learning is used to generate not only solution rollouts, but also the task-specific scaffolds that drive those rollouts. By jointly optimizing the scaffold and the resulting solution, the model generate higher-quality solutions in agentic coding.😎 All models are released under the MIT license, enabling full commercial and research use. 📖Tech Blog: deep-reinforce.com/ornith_1_0.html 🤗Huggingface: huggingface.co/collections/de…



Aloha! 🌺 Meet Ornith-1.0, a family of open-source LLMs specialized for agentic coding. Ornith-1.0 spans the full parameter sizes including 9B Dense, 31B Dense, 35B MoE, and 397B MoE. It achieves state-of-the-art performance among open-source models of comparable size on coding benchmarks including: ✅Terminal-Bench 2.1(77.5) ✅SWE-Bench(82.4 on verified, 62.2 on pro, 78.9 on Multilingual) ✅NL2Repo(48.2) ✅SWE Atlas(41.2 on QnA, 42.6 RF, 39.1 TW) ✅ClawEval(77.1) Post-trained on top of gemma4 and qwen3.5, Ornith-1.0 employs a novel self-improving training strategy in which reinforcement learning is used to generate not only solution rollouts, but also the task-specific scaffolds that drive those rollouts. By jointly optimizing the scaffold and the resulting solution, the model generate higher-quality solutions in agentic coding.😎 All models are released under the MIT license, enabling full commercial and research use. 📖Tech Blog: deep-reinforce.com/ornith_1_0.html 🤗Huggingface: huggingface.co/collections/de…




@LottoLabs as someone with a build 10x this price, i would recommend going with this build.


Just ordered my Lucebox. A machine I can put on a lawyer's desk and say "your AI runs here now, privately." Can't wait to push the frontier of domestic AI. Proud to support the amazing work @luceboxai.


Introducing Claude Tag, a new way for teams to work with Claude. In Slack, Claude joins as a team member with access to the channels and tools you choose. Tag Claude in and delegate tasks to it while you focus on other work.

Unitree was recently designated as a Chinese military company and its products are a threat to our national security, yet here is @Amazon selling a Unitree robot in America. We need Chairman @RepMoolenaar’s GUARD Act to stop this threat and support American robotics.








🚨 THIS IS WHY EVERYTHING IS CRASHING AT THE SAME TIME TODAY. Gold, silver, and tech stocks are all down together right now, which usually signals forced selling across markets. AI SEMICONDUCTOR DELEVERAGING South Korea's Kospi crashed 10% today, triggering a circuit breaker for the second time this month. Samsung and SK Hynix both fell more than 12%. A local media report said SK Hynix is slowing down expansion of its newest chip and shifting focus to a lower priced, commodity grade chip to cover a shortfall. For a company at the center of the AI memory boom, that reads as a signal that demand assumptions are being walked back. On top of that, Korean investors had been buying chip stocks with record amounts of borrowed money, after regulators had already warned that the sector's rally had run too hot. Once the selling started, that leverage forced even more selling, which is what turned this into a circuit breaker instead of a normal pullback. QUARTER-END REBALANCING JPMorgan warned that quarter-end rebalancing could force up to $165 billion in equity selling worldwide. Big pension funds and sovereign wealth funds have to rebalance back to fixed stock-to-bond targets after a strong run in stocks. The window runs through June 30, so we are still in the middle of it. A HAWKISH FED 9 of the Fed's 19 policymakers are projecting at least one rate hike this year, and markets are pricing a 70% chance of a hike by September. That alone raises the cost of holding risk right now. USD/JPY AND A POSSIBLE YEN INTERVENTION USD/JPY had violent wicks yesterday, the kind of move that shows up when Japan steps in to defend the yen. The pair was already sitting near levels where Japan has intervened before. If that is what happened, it disrupts the yen carry trade, where investors borrow cheap yen to fund positions in stocks and other assets globally. Unwinding that trade hits unrelated markets at the same time, which lines up with gold, silver, and stocks all dropping together today. The move was on the smaller side, so a confirmed intervention isn't certain. But it's the one thread connecting everything else here. TECH SPECIFIC WEAKNESS The Nasdaq closed down 2.33% yesterday, and futures point to another 2.50% drop today. The Dow closed up +0.29% the same day, almost entirely from one stock, Caterpillar. SpaceX fell 16% yesterday, its third straight losing day, down from $176 to $154. Alphabet fell 5% on reports of AI talent leaving. Amazon, Meta, and Microsoft all fell with them.



You run DeepSeek or Qwen locally so your prompts and data never leave the building. That treats the network as the threat. But if the disloyal behavior is baked into the weights, where you run it doesn't save you. The call is coming from inside the house. originhq.com/research/the-m…
















