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Updated Nov 5, 2026 Share this briefing
01of 3
Open weights

DeepSeek Harness team open-sources dsh-superagent, a proactive coding agent prototype

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What happened

DeepSeek's Harness team released dsh-superagent, an MIT-licensed proactive coding agent prototype for one GitHub repository. It listens to GitHub and optionally Feishu, opens work items, and answers with pull requests. The source release was published on 2026-10-31.

Why it matters

Developers outside China can now inspect and adapt an MIT-licensed autonomous coding agent prototype from DeepSeek, reducing the cost of building similar proactive agent systems. The release provides a concrete reference architecture for event-driven agent orchestration with human-in-the-loop contr…

What to watch next

A verifiable next signal is whether DeepSeek releases an official product based on this prototype or updates the repository with features described in the article but not yet implemented. Another signal is community adoption, measurable by GitHub stars, forks, and third-party co…

02of 3

Reportedly: Meituan LongCat releases LongCat-2.5 native multimodal AI model: 1.6T parameters, targeting long-horizon agent tasks

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What happened

Meituan LongCat released LongCat-2.5, a native multimodal model with 1.6 trillion total parameters and about 48 billion activated per token, targeting long-horizon agent tasks. It builds on LongCat-2.0 with enhanced native visual understanding and agentic coding. The release was reported by IT Home on November 2, 2026.

Why it matters

Developers outside China may face a new open-weights competitor for long-horizon agent tasks if Meituan releases the model weights; otherwise, access is limited to Meituan's ecosystem. The model's focus on agentic coding and visual understanding could pressure existing coding agents and multimodal …

What to watch next

Watch for Meituan to release model weights or API access, and for independent benchmarks on Visual Coding and long-horizon agent tasks. The next signal is whether LongCat-2.5 appears on public leaderboards or is adopted by third-party developers.

03of 3
Open weights

Reportedly: Baidu open-sources ERNIE 5.5 Flash Base, a 280B-parameter MoE model

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What happened

Baidu released ERNIE-5.5-Flash-Base, a sparse MoE model with 280B total parameters and 14B active per token, pretrained on 33.5T tokens, IT Home reported. Weights are available on Hugging Face. The model supports 128K training context and 1M inference context.

Why it matters

Developers outside China gain immediate access to a 280B-parameter open-weight base model, enabling domain adaptation and instruction tuning without pretraining costs. Competitors must now match Baidu's efficiency claims on long-context and MoE routing, or risk losing open-weight mindshare.

What to watch next

The post-trained ERNIE 5.5 Flash is expected to be released later, which will provide a more directly usable model for applications. Independent evaluations of the base model's benchmark claims and the efficiency of its attention and routing mechanisms will be key signals to wat…

AIGC Newsletter

DeepSeek DeepInfer, open-sourced: the engine behind 155 trillion tokens a day — and the unit economics DeepSeek just published with it

Three days after open-sourcing the model, DeepSeek open-sourced the machine that serves it: a production inference engine under Apache 2.0, serving economics no other lab publishes — 155 trillion tokens a day from one cluster, US$38 revenue per card-hour — and a hardware list that names NVIDIA and Huawei in the same breath.

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Evidence-qualified product, pricing, policy, capital and deployment Events, ordered by when they happened. Research appears only after an impact review; unverified Signals stay separate.

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Today · Nov 5, 2026 6 stories

NEW · Baidu · Reported by Zhidongxi

Reportedly: Baidu open-sources ERNIE-5.5-Flash-Base, a 280B-parameter MoE model with 14B active parameters

Baidu released and open-sourced ERNIE-5.5-Flash-Base, a sparse MoE model with 280B total and 14B active parameters, trained on 33.5T tokens. It supports 128K training context and …

Why it matters Baidu's open-weight release gives developers outside China direct access to a 280B-parameter MoE base model with 14B active parameters, reducing the cost of building on a state-of-the-art Chinese…

NEW · China Merchants' LionRock AI Lab · Reported by Pandaily

Reportedly: China Merchants' LionRock AI Lab Open-Sources Lion-ER-35B-A3B Embodied Reasoning Model

China Merchants' LionRock AI Lab open-sourced Lion-ER-35B-A3B, a 3B-active embodied reasoning model built with a capability-driven data engine that beat its base on ten benchmarks…

Why it matters Developers outside China gain access to a new open-weights embodied reasoning model, potentially reducing the cost and time to build robotics applications.

NEW · Tencent · Reported by Leiphone

Reportedly: Tencent Hunyuan releases Hy4, joining the strongest open-source model ranks

Tencent Hunyuan released its latest large language model Hy4, which ranks among the strongest open-source models. The release was announced on November 5, 2026. No further details…

Why it matters Developers and enterprises evaluating open-source models gain a new candidate from Tencent, but without published benchmarks or weights, they cannot yet assess its cost or performance relative to…

NEW · University of Science and Technology of China (USTC) · Reported by IT Home

Reportedly: USTC releases open-source RNA sequence foundation model structRFM, published in Nature

University of Science and Technology of China (USTC) released open-source RNA sequence foundation model structRFM, improving performance on RNA structure prediction and function i…

Why it matters Researchers and pharmaceutical companies working on RNA biology gain a new open-source tool that could reduce the cost and time of RNA structure prediction and function analysis, potentially…

NEW · Apple · Reported by GeekPark

Reportedly: Apple Intelligence launches in mainland China with Alibaba's Qwen integration

Apple Intelligence opened beta testing in mainland China on November 4 with iOS 27.3 Developer Beta, integrating Alibaba's Qwen into Siri, Writing Tools, and Visual Intelligence. …

Why it matters Apple's partnership with Alibaba gives Chinese iPhone users access to Apple Intelligence features powered by Qwen, potentially increasing iPhone competitiveness in China and expanding Alibaba's…

NEW · Moonshot AI · Reported by IT Home and Pandaily

Reportedly: Huawei Ascend announces 0-day inference support for Moonshot AI's Kimi K3.1 Pro, a 2.8-trillion-parameter MoE model

Huawei Ascend announced 0-day inference support for Moonshot AI's Kimi K3.1 Pro, a 2.8-trillion-parameter MoE model with native vision and a million-token context window. The supp…

Why it matters Developers and enterprises using Huawei Ascend hardware can deploy Kimi K3.1 Pro on the day of its release, avoiding the usual delay for hardware-specific optimization.

Yesterday · Nov 4, 2026 2 stories

NEW · Huawei · Reported by Pandaily

Reportedly: HongYun's HyperLM V2.5 Adds Native Support for Huawei Ascend 950DT and Atlas 850E SuperPoD

HongYun's HyperLM V2.5 now natively supports Huawei's Ascend 950DT and Atlas 850E SuperPoD, adding UnifiedBus 2.0 support, mxFP4 tuning, vNPU slicing, and prefill-decode split inf…

Why it matters Huawei Ascend hardware users gain access to HyperLM V2.5 with native optimizations, potentially reducing inference costs and improving performance on Ascend-based systems.

NEW · Hygon · Reported by Pandaily

Reportedly: GPUWorks Open-Sources 40MB Inference Platform Running Ascend, PPU, Hygon and NVIDIA in One Cluster

GPUWorks open-sourced a 40MB AI inference platform under Apache-2.0 that pools Ascend, T-Head PPU, Hygon and NVIDIA GPUs in one cluster. Its developers say one server ran 1,003 GP…

Why it matters Developers outside China gain an Apache-2.0 licensed tool to unify Ascend, Hygon, PPU, and NVIDIA GPUs, reducing vendor lock-in and simplifying multi-accelerator cluster management.

Nov 3, 2026 2 stories

NEW · Ant Lingbo · Reported by Leiphone

Reportedly: Ant Lingbo showcases fully open-source robot general brain at Wuzhen Summit

Ant Group's embodied AI unit Ant Lingbo presented its fully open-source robot general brain at the 2026 World Internet Conference Wuzhen Summit. LingBot series models have surpass…

Why it matters Robot developers outside China can now use Ant Lingbo's open-source models to avoid training robot brains from scratch for each robot configuration and task, reducing development cost and time.

NEW · Moonshot AI · Reported by IT Home and Pandaily

Reportedly: Moonshot AI launches Kimi game development and creative work solution with direct Unity, Unreal Engine operation

Moonshot AI's Kimi released a game development and creative work solution based on Kimi K3.1 models, Kimi Code, Kimi Work agents, and plugins for Unity, Unreal Engine, and Blender…

Why it matters Game development teams using Unity, Unreal Engine, or Blender gain a tool that can operate their existing editors and projects, potentially reducing prototype iteration time and lowering the cost of…

Nov 2, 2026 10 stories

NEW · ByteDance · Reported by IT Home and SCMP Tech

Reportedly: Mercedes-Benz launches 2026 long-wheelbase E-Class with ByteDance Doubao AI assistant, starting at RMB 423,800

Mercedes-Benz launched the 2026 long-wheelbase E-Class in China with a new AI cockpit integrating ByteDance's Doubao large model, IT Home reported. Prices start at RMB 423,800 (ap…

Why it matters Mercedes-Benz's adoption of ByteDance's Doubao model in its China-market E-Class gives ByteDance a foothold in premium automotive AI, potentially displacing Western AI providers in Chinese luxury…

NEW · XPENG · Reported by Pandaily

Reportedly: XPENG MONA L05 Launches in China From RMB 139,800 With EV and Extended-Range Versions

XPENG launched the MONA L05 SUV in China at RMB 139,800-171,800 launch prices. It offers EV versions with up to 635 km range and a 1,310 km extended-range model, plus vision-only …

Why it matters Chinese consumers gain a new SUV option with extended-range capability and advanced driver assistance at a starting price of RMB 139,800, intensifying competition in the mid-size SUV segment.

NEW · DeepSeek · Reported by Leiphone and ifanr

Reportedly: DeepSeek raises 105.5 billion yuan in second funding round with investors including vivo, Meituan and Xiaohongshu

DeepSeek is raising 105.5 billion yuan in a second funding round, Leiphone reported, citing people familiar with the matter. Investors include vivo, Meituan and Xiaohongshu. The r…

Why it matters If confirmed, the reported funding would strengthen DeepSeek's capital position against competitors like Alibaba and Zhipu AI, potentially intensifying the Chinese large model price war and talent…

NEW · Tencent · Reported by Pandaily

Reportedly: Tencent Cloud Launches WAND-Vega as Its WAND Platform Generates 4.5 Million Images a Day

Tencent Cloud launched WAND-Vega, a multimodal application model, alongside Real-time Intelligence and a contact-center voice agent. Its WAND platform serves over 2,000 firms, gen…

Why it matters Tencent Cloud's WAND platform now serves over 2,000 enterprises, meaning those businesses gain access to a production-scale multimodal generation service with daily outputs of 4.5 million images and…

NEW · Xiaomi · Reported by QbitAI and Pandaily

Reportedly: Xiaomi open-sourced a 150-yuan AI gadget that can command agents and control smart home devices

Xiaomi open-sourced a 150-yuan AI gadget that can command agents and control smart home devices, QbitAI reported. The report did not specify the product name or release date. Acce…

Why it matters If confirmed, Xiaomi's open-source release would give developers outside China a low-cost reference design for agent-commanding smart home hardware, potentially lowering prototyping costs.

NEW · Mercedes-Benz · Reported by IT Home

Reportedly: Mercedes-Benz launches 2026 E 300 L with China-developed AI cockpit, starting price cut by RMB 16,000

Mercedes-Benz launched the 2026 E 300 L sedan with a China-developed AI cockpit, IT Home reported. Starting price is RMB 423,800 (approx. $59,000), down RMB 16,000 from the previo…

Why it matters Mercedes-Benz is localizing its in-car AI for the Chinese market by integrating ByteDance's Doubao model, which could pressure other luxury automakers to adopt Chinese AI models to remain…

NEW · Tencent · Official source

Tencent Hunyuan open-sources EmoReward, a self-evolving reward calibration mechanism for emotional video generation RL

Tencent Hunyuan released EmoReward, a self-evolving training mechanism that calibrates multi-reward weight allocation for emotional video-generation RL without updating reward mod…

Why it matters Developers working on emotional video generation can now use EmoReward to improve RL training stability and output quality without retraining reward models, potentially reducing compute costs and…

NEW · Moonshot AI · Official source

Moonshot AI released Kimi-K3.1-Pro on Hugging Face

Moonshot AI released Kimi-K3.1-Pro, an open-weight multimodal agentic model with 2.8T total parameters and a 1M-token context window, on Hugging Face. The model is post-trained fr…

Why it matters Developers outside China can now access a 2.8T-parameter open-weight multimodal model from Moonshot AI, but the custom license and lack of independent benchmarks mean adoption requires legal review…

NEW · Alibaba · Reported by Pandaily

Reportedly: Qwen AI Glasses Add Call Translation and Media Translation in New OTA Update

Qwen AI Glasses received an OTA update adding real-time call translation for phone calls and meetings, media translation shown in the companion app, and improved speech recognitio…

Why it matters Users of Qwen AI Glasses gain real-time call and media translation, reducing the need for separate translation devices or apps during conversations and media consumption.

NEW · UBTECH Robotics · Reported by IT Home

Reportedly: UBTECH Robotics releases Thinker-Sim embodied AI simulation platform for robot capability evaluation

UBTECH Robotics released Thinker-Sim, an embodied AI simulation platform providing a one-stop system for real-scene digitization, large-scale simulation data synthesis, and robot …

Why it matters Robot developers using UBTECH's platform can reduce the cost and time of building simulation environments for training and evaluation, potentially accelerating embodied AI development.

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