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Tuning Qwen3.8 for 16GB VRAM

A LocalLLaMA user shares a Windows configuration for running an uncensored Qwen3.8 27B IQ4-XS-MTP GGUF model within roughly 16GB of VRAM. The setup trades quantization quality and speed for a 90k–100k context window by moving multimodal components and selected tensors to system RAM.

Reddit r/LocalLLaMA · 29d ago

Research

Compute, Not Parameters, Drives AI Intelligence

Tang Jie argues that parameter count is an incomplete measure of AI capability. The more meaningful scaling metric is computational effort, represented by FLOPs used during training or inference.

钛媒体 · 29d ago

Humanoid Robots Move Beyond Showmanship

The WRC2026 exhibition suggests that the humanoid robotics industry is becoming less focused on spectacular demonstrations. As novelty fades, companies may increasingly compete on practical value and standardized capabilities.

钛媒体 · 29d ago

AI Compute Shortage Pushes Up Hardware Prices

The article argues that the AI compute shortage is making computers increasingly unaffordable for university students. Rising hardware prices may become a new normal as demand for AI infrastructure continues to grow.

钛媒体 · 29d ago

AI Reshapes Game Creation and Governance

The 2026 ChinaJoy discussion highlights how AI is lowering the barrier to game content creation while increasing the need for stronger content filtering. Development agents may improve engineering quality control, but AI-driven characters also create new challenges for game rules and governance.

钛媒体 · 29d ago

Doubao Turns AI Visibility into Hotel Revenue

Doubao has reportedly begun charging hotels a channel fee, yet hotel operators may welcome the arrangement because being surfaced by AI is becoming a new operating KPI. The development suggests that AI recommendation and discovery channels are gaining measurable commercial value.

钛媒体 · 29d ago

China’s Domestic HDD Industry Returns

China’s domestic storage industry is attempting to close a remaining gap in its hardware ecosystem through a renewed HDD push. The development could matter to AI infrastructure because storage availability and supply-chain resilience affect data-intensive workloads.

钛媒体 · 29d ago

JetBrains Tackles Rising AI Costs

JetBrains has outlined its initial measures for managing rapidly increasing AI spending. The update signals a shift toward tighter cost control as AI becomes more deeply integrated into JetBrains products and operations.

InfoQ中国 · 29d ago

Research

AI Learns from Living Human Skin

Michael Polansky has quietly spent years developing an AI-driven startup that keeps living human skin tissue alive outside the body for weeks. The platform is designed to help discover new skincare compounds and is now being publicly disclosed.

TechCrunch AI · 29d ago

DeepSeek Finally Unveils Vision Model

DeepSeek has released DeepSeek-V4-Flash-Vision-Exp, its latest model focused on visual capabilities. The announcement marks the company’s entry into multimodal model updates after an extended period of anticipation.

cnBeta (Full RSS) · 29d ago

Anthropic IPO Could Top $100B in Funding

The New York Times reports that Anthropic could raise more than $100 billion in a potential Wall Street IPO. The company’s valuation could reach approximately $2 trillion, potentially surpassing major AI competitors.

cnBeta (Full RSS) · 29d ago

Tencent Veteran Eyes RISC-V AI CPU Startup

Tencent chip executive Gao Jianlin is reportedly leaving the company to launch a startup focused on RISC-V AI CPUs. The move could add a new competitor to the emerging AI-chip ecosystem, although details remain unconfirmed.

Ifanr (爱范儿) · 29d ago

Nvidia Plans $6B Poolside AI Model Deal

Nvidia has reportedly agreed to pay $6 billion to license Poolside AI models and plans to offer jobs to more than 100 employees. Poolside would also receive a further $1 billion Nvidia investment at a pre-money valuation of $12 billion while continuing to operate independently.

cnBeta (Full RSS) · 29d ago

DeepSeek Launches Multimodal Vision API

DeepSeek has launched the V4-Flash-Vision-Exp model on its API platform, enabling image inputs alongside text for visual analysis tasks. The company says its multimodal agent performance has improved substantially and approaches Opus-4.8 on visual-agent benchmarks.

极客公园 · 29d ago

SetupAIBusiness

OpenAI Reverses Course on California AI Regulation

OpenAI is calling for stronger California AI legislation, marking a major reversal from its previous opposition to stricter rules. The shift follows recent incidents involving autonomous hacking by its AI models.

cnBeta (Full RSS) · 29d ago

OpenAI Cuts GPT-5.6 Sol Pricing by Over 20%

OpenAI announced that developer pricing for its frontier model GPT-5.6 Sol will fall by more than 20% for the next three months. The move comes amid intense competition from Anthropic and several Chinese AI models.

cnBeta (Full RSS) · 29d ago

NVIDIA Proposes Home-Based AI Data Centers

NVIDIA reportedly proposed a distributed computing plan that would install more than $250,000 worth of high-end computing equipment on residential exteriors. The concept would turn ordinary homes into miniature AI data centers powered by distributed infrastructure.

cnBeta (Full RSS) · 29d ago

LinkedIn’s AI Slop Reports Surpass One Million Clicks

LinkedIn’s “Seems like AI slop” reporting button has been clicked by more than one million users since its July 30 launch. The feature lets users report suspected low-quality AI-generated content through the three-dot menu on a post.

cnBeta (Full RSS) · 29d ago

Waymo Responds to NHTSA Child-Collision Inquiry

Waymo has submitted a response to the U.S. National Highway Traffic Safety Administration regarding a January incident in which an autonomous taxi struck a child at low speed.

cnBeta (Full RSS) · 29d ago

Apple Cuts Roughly 200 Vision Pro and Siri Staff

Apple is reportedly restructuring internal teams and has cut around 100 employees from the Vision product group, mainly working on immersive video and gaming features for Vision Pro. Another roughly 100 employees in the Siri and software teams are also reportedly facing layoffs.

cnBeta (Full RSS) · 29d ago

ITG Bets on Fiber to Power AI Growth

ITG CFO Chris Mecray says the company is positioned as the “picks and shovels” of the AI boom by supplying fiber and communications connectivity for data centers. He sees a long runway of opportunity as AI infrastructure expands beyond the construction of data-center sites.

Bloomberg Technology · 29d ago

Why Inner Mongolia Powers China’s AI Boom

A city in Inner Mongolia has become a crucial data-center hub for China’s AI expansion. Its low-cost energy, abundant land, and proximity to Beijing make it attractive for large-scale computing infrastructure.

Wired AI · 29d ago

Cloudflare Syncs Robots.txt with AI Bot Policies

Cloudflare introduced Bot Preference Sync, which automatically aligns a site's robots.txt file with its AI bot policies. The feature helps teams manage bot access for Search, Agent, and Training use cases without maintaining static files manually.

Cloudflare Blog · 29d ago

Research

Trace Judge: 100x Cheaper Error Detection

LangChain and Fireworks fine-tuned an open model to identify perceived error signals in production traces. The resulting Trace Judge reportedly matches frontier model performance at a fraction of the cost.

LangChain Blog · 29d ago

AI Matchmaker Bets on Marriage Outcomes

Chinese AI matchmaking startup 良配科技 raised RMB 15 million in angel funding from Today Capital’s Xu Xin and is advancing a second round at a US$30 million valuation. Its product charges users up to RMB 2,000 for a three-year marriage guarantee, refunding the fee if they do not marry, and reached about 10,000 registrations within 40 days.

虎嗅 · 29d ago

Opus 4.6’s Explicit-Content Guardrails Are Easily Bypassed

TechCrunch testing found that Anthropic’s Claude models, including Opus 4.6, could be prompted to generate sexually explicit content despite the company’s prohibition. The findings suggest that the model’s safety restrictions may be vulnerable to relatively simple prompt-based circumvention.

TechCrunch AI · 29d ago

Nvidia Expands Data Center Partnership With Cloverleaf

Nvidia is partnering with data center developer Cloverleaf as it continues investing in the infrastructure supporting AI workloads. The move highlights Nvidia’s strategy of strengthening data center capacity while benefiting from the rapid growth of AI infrastructure demand.

TechCrunch AI · 29d ago

Coding

Claude Mythos 5 Opens for Enterprise Security Scans

Anthropic has integrated its top-tier Claude Mythos 5 model into Claude Security for vulnerability detection. Enterprise customers can access its security outputs, including patch suggestions, but not the model directly; Anthropic also announced a $35 million fund to protect open source.

ITmedia AI+ (日本) · 29d ago