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User builds server with six V100 GPUs in standard caseA user installed six 16GB V100 PCIe GPUs in a full-tower case with an AMD EPYC 7262 CPU and a ROMED8-2T motherboard. Choosing the standard case because open-frame and server-style chassis are large and unattractive, the user is now testing the build and plans to eventually run Qwen3.8-Next-Flash with TP2 and PP3 settings.
Crusoe raises $3.9B at $30.9B valuationData-center developer Crusoe raised $3.9 billion in a Series F round valuing the company at $30.9 billion, led by Atreides Management, Mubadala Capital and Valor Equity Partners. The capital will fund large sites and modular “Spark” AI factories and the company added three new board members.
Ex-researcher Jacob Coxon warns on AI behavior risksFormer researcher Jacob Coxon warns about concerns arising from AI behavior and discusses potential future risks and challenges in a PBS report.
Choosing between LLM and agentic/physical AI researchThe author is deciding between two research paths: LLM-centered work (alignment, interpretability, inference/optimization) which currently has more jobs and transferable skills, and agentic/physical AI (agents, multimodal, VLAs, robotics) which has fewer roles but growing investment and higher entry barriers. They ask about trajectories over 4–6 years and how transferable skills between the fields are.
How to Write with an LLM (HN)A Hacker News post proposes two rules for using large models to improve writing: treat models as copyeditors rather than ghostwriters, and avoid adopting model-suggested exact turns of phrase. The guidance aims to preserve author voice while leveraging LLM strengths.
US judiciary developing guidance on courts' AI useReuters reports the U.S. judiciary is developing new guidance on courts' use of AI to regulate applications and manage risks in judicial proceedings and evidence handling.
Cactus releases Needle 3 automation modelCactus Compute open-sourced Needle 3, a 121M-parameter automation foundation model that runs offline on-device. Trained on 360B tokens, it uses a Simple Attention / Hadamard MLP design with 70.8M parameters stored as engrams, reducing compute to ~100 MFLOPs/token. On Mobile Actions it scores 86.0, outperforming much larger models, and is available on Hugging Face, GitHub, PyPI, plus a browser sandbox.
Geoffrey Hinton: Congress has about a year to regulate AIGeoffrey Hinton warned lawmakers they may have less than a year to put AI safeguards in place and that timelines for superintelligence have shortened. Speaking in a closed briefing invited by Sen. Bernie Sanders, he cited researchers' faster predictions and referenced the OpenAI agent incident at Hugging Face as a serious wake-up.
Barron's: Anthropic IPO could be AI's next crisisBarron's argues that Anthropic's planned IPO could become AI's next crisis moment, implying the offering may trigger significant industry and regulatory scrutiny.
Reddit post: GLM shots fired at Dario imageA Reddit user posted an image to r/LocalLLaMA captioned that GLM 'shots fired' at Dario. The post contains the image and a short note but provides no additional context or verifiable details.
Question: Are uncensored models better for coding?A Reddit user on r/LocalLLaMA asked whether people use uncensored models for everyday coding, suggesting uncensored models might skip safety checks and produce code faster. The poster requested anecdotal evidence or sources and clarified they meant legitimate daily development, not misuse.
Keeping vLLM's prefix cache warm (LocalLLaMA)A LocalLLaMA Reddit post discusses techniques for keeping vLLM's prefix cache warm between agent turns to improve response performance, aimed at optimizing open-source model deployments.
Cooley speeds IPO work with ChatGPTLaw firm Cooley built GO Public on ChatGPT Work to bring AI into the IPO process, helping lawyers surface issues earlier and focus human judgment on critical matters. The tool automates extraction and issue-flagging to improve diligence efficiency.
The A.I. Daily