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1/ 大模型越深，不一定越强。 Kimi K3 用 AttnRes，DeepSeek V4 用 mHC，ByteDance 提出 HC，目标都是破解“深度诅咒”。 但这些方法的训练预算、模型设计和代码库不同，无法直接比较。 哪种方法真正有效？DepthBench 开始寻找答案👇

Translation isn’t always about changing languages. Sometimes, it’s turning words into meaning, meaning into clarity, and clarity into action. This International Translation Day, we’re thinking about how AI can help more people be understood. The language you speak shouldn’t decide how well your ideas come across. Comu does the literal kind of translation, too—with real-time transcription and translation, plus in-depth summaries across 113 languages. More voices heard. More ideas carried forward. Translate what matters.

🎉BITMAIN at Bitcoin Asia 2026 — Booth 14, Hong Kong The BITMAIN team will be at Bitcoin Asia (Aug 27-28, Hong Kong) at Booth 14, engaging with miners and partners on hydro-cooling miners, data center solutions, and what's ahead in the industry 💬 📌 If you're in Hong Kong that week, we invite you to join us at WDMS Global 2026, hosted by BITMAIN at Rosewood Hong Kong, Aug 27-28 — just a 10-minute drive between the two venues. Bringing together industry leaders, technology experts, and mining professionals for in-depth discussions on green energy, computing operations, and the broader ecosystem. 🌐 Two summits. One week. One city. Ten minutes apart. 📍 Bitcoin Asia · Booth 14 · Aug 27-28, Hong Kong 🎟 WDMS Global 2026 · Rosewood Hong Kong · Aug 27-28 Get your pass: BITMAIN remains committed to consistently delivering better products and services to its clients. #BITMAIN# #ANTMINER# #WDMS# #WDMS2026# #BitcoinAsia# #HongKong#

🌍BITMAIN has officially released the full agenda for WDMS Global 2026 (World Digital Mining Summit)! The summit will take place on August 27-28 at Rosewood Hong Kong, featuring in-depth discussions across three core themes: Green Energy & Power Systems ⚡, Computing Operations & Technology Innovation 💻, and Industry Ecosystem & Macro Development 🤝 — bringing together industry leaders, technology experts, and mining professionals to explore frontier trends. 📋 The complete agenda is available in the image below. 📅 WDMS Global 2026 | Rosewood Hong Kong | August 27-28 🎫 Register: #BITMAIN# #ANTMINER# #WDMS# #WDMS2026# #HongKong# #Agenda#

Games, films, and digital art from Zhejiang are taking center stage at Gamescom! 🎮🎬 The province is showing the world its creative power and cultural depth. What's a Zhejiang-based game or studio you admire?

Finally, a good paper testing whether Agent Skills actually help. Worth reading if you are maintaining a skill library in a team. WebDev-Skills-Bench runs 31 public WebDev Skills over 50 Web-Bench projects and 1,000 ordered tasks, with a length-matched irrelevant control so prompt-length effects can be separated from Skill content. Injecting the target Skill reduces mean Pass@2 by 1.3% to 4.2%, lowers task completion depth, and raises token cost by 72% to 394%. Gains show up in 17% to 36% of Skill-project pairs. The controls split the damage into two failure modes. Some models are length-distracted, where an equally long irrelevant Skill reproduces most of the loss. Others are content-misled, where prompt length is neutral, and the Skill content still costs 1.1 to 1.4 points. Other findings: > Losses concentrate on easy early tasks > Skill rankings transfer weakly across models > Anti-pattern rules outperform example-heavy content inside the Skills that do help Paper: Track more trending AI papers in our academy:

the most famous egocentric datasets are people cooking in their own kitchens. the robots we're training on them are headed for warehouses, garages, and factory floors apac egocentric stereo is 12 first-person recordings of people actually doing their jobs: an automotive garage, a construction site, an electronics factory, a bar, a shipment hub, a laundromat head-mounted stereo rig, 1920x1080 per eye at 30 fps, plus a depth render, hand and head tracking, and a caption for what the wearer is doing at every moment. 248 segments spanning 62 distinct verbs checkout the dataset parsed into fiftyone format. every stream scrubs on one shared timeline in fiftyone: both eyes, depth, tracking, and captions together, one line to load checkout the dataset here: or just jump right in with the hugging face space hosting the dataset:

100 AI Directing Techniques - Epic Sci-Fi Prompts 01 Monumental Scale Colossal celestial body · Tiny human figure · Extreme wide shot · Scale contrast · Architectural framing 02 Colossal Ruins Monumental ruins · Tiny human figure · Barren negative space · Volumetric dust · Atmospheric perspective 03 Extreme Close-up Profile silhouette · Rim light · Visor reflections · Lens bloom · Optical flare 04 Practical Destruction Practical explosion · Layered smoke · Strong backlight · Drifting embers · Foreground-to-background depth 05 Impossible Geometry Anti-gravity space · Folded architecture · Tilted horizon · Extreme depth · Scale contrast 06 Volumetric Light Central symmetry · Single overhead light · Volumetric beam · Monumental scale · Deep negative space 07 Futuristic Isolation Architectural framing · Tiny human figure · High-altitude view · Cool-warm contrast · Atmospheric perspective 08 Cosmic Metropolis Curved leading lines · Layered haze · Tiny human scale · Golden particles · Wet reflections Use official invite code VIDUAIGUST4 to get 200 free credits, and become a director yourself.

Turn a quiet evening into a creative Halloween project. The raised pearl and gem-style texture adds depth and sparkle to your finished artwork, making it a unique piece for shelves, desks, or seasonal displays. Pick your design and shop now.

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