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Unitree Technology has partnered with Sequoia China to establish the "ShanYu·Innovation Program," focused on discovering and investing in early-stage startups in fields such as embodied intelligence, robotics applications, and key upstream and downstream technologies. The program combines Unitree's engineering capabilities with Sequoia's investment capabilities, implements an "engineer + investor" methodology, and places special emphasis on young teams. Wang Xingxing, founder and CEO of Unitree

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As AI processor power consumption rises from a few hundred watts to 2 kilowatts or even 3 kilowatts, low-voltage GaN is becoming a key technology for the final-stage conversion of AI power supplies. EPC CEO Alex Lidow said that GaN transistors rated at 40V and below have surpassed silicon MOSFETs in all performance metrics; Cyntec's 1kW, 48V-to-12V module can replace 8 silicon-based superjunction MOSFETs with just 4 GaN devices, and its switching frequency can exceed 1MHz. After AI data centers

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Shadaj Laddad, research lead for the AWS Hydro team, believes that code review can no longer keep up with the speed at which agents write code, and advocates placing correctness checks outside the agent trust boundary, enforced by the compiler—for example, the Rust borrow checker catches race conditions before runtime, while Hydro catches multiple classes of defects in distributed systems at compile time. The team is researching how to turn recurring design patterns such as idempotency into gene

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On October 28 local time in the US, XREAL opened overseas orders for the XREAL AURA, the world's first Android XR wired glasses, at a limited-time starting price of $1,099, with the first batch expected to ship in mid-November. Tencent and Visa signed a memorandum of cooperation, planning to deepen collaboration in areas such as cross-border payments, cross-border remittances, enterprise-grade AI, and AI agent commerce. Tencent also released Buddy One, a cross-application AI collaboration system

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Ashui, a sports and health product manager, shared his hardware and software setup: the Apple trio (iPhone 15, Apple Watch S9, a 2,000-yuan M1 MacBook Air), a Yuexingtong X3 e-ink reader, and subscriptions to flomo Max, ChatGPT Plus, Readwise, and NetEase Cloud Music VIP. He uses ChatGPT to write Python scripts to read hardware drawings, sync TestFlight feedback to Feishu Bitable, and built an AI coach within a week through Vibe Coding. He believes that as the development barrier lowers, competi

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Siemens has launched an intelligent engineering workflow in which the Fuse EDA AI Agent serves as an MCP aggregation layer connecting to Claude Code, autonomously orchestrating 3D-IC electrothermal co-design, linking seven Siemens EDA tools across nine stages, requiring 100–200 iterations and a total duration exceeding 12 hours. Every decision in this workflow is verified by a deterministic, physics-based EDA solver engine; a single round can cover more than 200 to 500 design points, tool config

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At the 2026 Tencent Global Digital Ecosystem Summit, Intel and Tencent Cloud launched new-generation cloud instances based on Intel Xeon 6+ processors, delivering an overall performance improvement of more than 30% over the previous generation. Xeon 6+ offers up to 288 efficiency cores, and a single processor can support the stable deployment of more than 1,000 agents, while also introducing Intel TDX for hardware-level isolation. The two parties also leveraged IAA to bring 2M-page decompression

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GitHub released Copilot Fusion at the Universe conference; the system automatically selects and orchestrates the models used for coding tasks, and it is now generally available. GitHub says Fusion Max scores 60 on the Artificial Analysis Coding Agent Index, less than 2 points behind Claude Code using Opus 5.5 Max, while its average API cost is about half of the latter and its time per task is about 40% lower. Developers only need to choose among three investment levels—Fusion Standard, High, and

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Running AI agents on Kubernetes requires five layers of sandbox isolation: the isolation layer can use runc, gVisor, or Kata Containers, corresponding to shared kernel, restricted kernel interfaces, and full VM isolation respectively; the node layer requires configuring containerd, KVM, and the guest kernel for the chosen runtime; the access layer uses NetworkPolicy to deny outbound network access by default, issues short-lived credentials per task, and mounts data read-only; the request layer u

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At the Universe '26 conference, GitHub COO Kyle Daigle responded to Entire, a GitHub alternative founded by former CEO Thomas Dohmke, saying, "I don't think the world needs another GitHub"—what developers need is for GitHub to evolve for the agent era. GitHub announced the addition of 4 million CPU cores and 160PB of storage, along with a comprehensive rebuild of its backend infrastructure; it currently serves more than 225 million developers. Dohmke responded that developers clearly need new op

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In issue 254 of "New Gadgets," the Shaoshupai editorial team shared four products they recently purchased or received for testing. The HomePod mini 2's chip has been upgraded from the S5 to the S10, and Wi-Fi has been upgraded to Wi-Fi 6, but the difference in everyday listening is extremely small compared with the previous generation; under the 27.2 system, AirPlay latency is greatly improved. The Sonos Beam Ultra achieves 7.1.2 Dolby Atmos on its own, and the Sonos 27 system provides a native

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On October 27, Sarvam AI announced that it had signed a memorandum of understanding with India's Headquarters Integrated Defence Staff (HQ IDS) to establish a unified framework for AI projects for the Army, Navy and Air Force. Sarvam will design, develop and deploy AI applications for operations, training and decision support, with the three services and joint agencies sharing the same foundation models, agent infrastructure, and geospatial and perception systems. The work is handled by Chanakya

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Info Edge announced its Q2 FY2026 results, with net profit up 87% year-on-year to Rs 649.8 million and revenue up 12% to Rs 903.9 million. AI and data products for recruiters and job seekers already account for a high single-digit share of recruitment business revenue, with annualized revenue of about Rs 240 million calculated on a Q2 basis. The company also announced that founder Sanjeev Bikhchandani will take over as Executive Vice Chairman, Managing Director and Group CEO on December 3, 2026,

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Indian B2B platform IndiaMART announced its results for the September 2026 quarter (Q2 FY27): net profit rose 10% year-on-year to ₹90.7 crore, and revenue grew 10% to ₹428.6 crore. The number of paid suppliers fell 2% year-on-year to 217,000, active buyers declined 7% to 40 million, and standalone business enquiries dropped 14% to 27 million. CEO Dinesh Agarwal said the decline in enquiries stems partly from Google AI Overviews, and from the company moving some content behind a login to block cr

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Meesho said on its Q2 FY2026-27 earnings call that AI agents have become its default way of developing software: one engineer leading a group of agents can take on the work of what used to be a three-person team, and 65% of teams are driven by a single engineer. The company said its internal productivity score rose 171% from March to September 2026, code review approval time fell 41%, and the time for a model to enter online testing shrank from 17 days to 3 days. At the same time, AI has also pu

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OWASP ranks the failure to decommission non-human identities as the top risk in its 2025 Top 10, and AWS IAM user access keys do not expire automatically—forgotten keys remain valid until someone manually disables or deletes them. The article presents a three-step governance plan: use CloudQuery queries to find keys that have been unused for more than 90 days and are still active, use OPA policies to block the creation of long-term credentials during the Terraform/OpenTofu plan phase, and set a

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Nvidia has released the open-weight multilingual transcription model Nemotron 3.5 Transcribe, which ranks first on the Hugging Face Open ASR English open-source model leaderboard with an average word error rate of 5.33%. The model uses a 30B MoE architecture with 4B activated parameters, supports transcription in 40 languages and translation between 31 languages and English, can label speakers and distinguish up to 8 voices, handles recordings up to 1 hour long, but does not support real-time st

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Minority author Hongling shares a wardrobe management method that goes from decluttering to style rebuilding: first organize all clothing by category, use a pyramid layering method to eliminate damaged, ill-fitting, and duplicate items, then give undecided clothing a 30-day cooling-off period. The author then allocates the wardrobe by scenario proportions—for example, work scenarios account for over 70%, leisure 15%–25%, and home only 5%–10%—and plans combinations of basic and stylized pieces ac

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