All Updates
Page 1777 of 1944
March 2, 2026
MMKG-RDS: Multimodal KG Reasoning Data Synthesis
MMKG-RDS is a flexible framework leveraging multimodal knowledge graphs for high-quality reasoning data synthesis, overcoming limitations in coverage, verification, and interpretability. It features fine-grained extraction, customizable sampling, and quality scoring, validated on MMKG-RDS-Bench (5 domains, 17 tasks, 14,950 samples). Fine-tuning Qwen3 models yields 9.2% reasoning accuracy gains; code open-sourced on GitHub.
HumanMCP Dataset for Realistic MCP Tool Evaluation
HumanMCP is the first large-scale dataset of diverse, human-like user queries for evaluating MCP servers' tool retrieval performance. It covers 2800 tools across 308 servers, built on MCP Zero, with multiple unique user personas per tool capturing precise to ambiguous intents. This addresses gaps in existing benchmarks lacking realistic user interactions.
Ditch AGI for Superhuman Adaptable Intelligence
This arXiv paper critiques AGI as flawed, noting inconsistent definitions and human lack of true generality. It proposes Superhuman Adaptable Intelligence (SAI): AI exceeding humans in key tasks while filling human skill gaps. SAI clarifies AI discussions muddled by AGI hype.
Counterfactual Causal ID Completeness Results
Develops CTFIDU+ algorithm to identify counterfactual queries from Layer 3 distributions, proving its completeness. Establishes fundamental limits for exact causal inference using realizable counterfactual data. Derives tight analytic bounds for non-identifiable counterfactuals, validated by simulations.
CHIEF: Causal Graphs for MAS Failure Attribution
CHIEF transforms flat execution logs in LLM-powered Multi-Agent Systems into hierarchical causal graphs for better failure attribution. It uses oracle-guided backtracking and counterfactual screening to pinpoint root causes efficiently. Experiments on Who&When benchmark show it outperforms eight SOTA baselines in agent- and step-level accuracy.
Causal POMDPs for Robust Planning Under Shifts
This arXiv paper proposes a causal POMDP framework to handle planning under distribution shifts by modeling changes as interventions. It enables evaluating plans under hypothesized shifts and identifying altered environment components. The approach maintains a belief over latent states and domains, proving the value function remains piecewise linear and convex for tractable planning.
Agentic LLM Automates AML Media Screening
Researchers propose an agentic LLM system with RAG to automate adverse media screening for AML and KYC compliance, addressing high false positives in keyword searches. The LLM agent performs web searches, retrieves and processes documents, and calculates an Adverse Media Index (AMI) score per subject. Evaluations on PEPs, sanctioned persons from OpenSanctions, and clean names show strong risk differentiation.
OpenClaw 2026.3.1: AI Agents & Android Boost
OpenClaw 2026.3.1 sets adaptive thinking as default for Anthropic Claude 4.6 models and adds container health endpoints for Docker/K8s. It expands Android nodes with camera, notifications, and sensors, while improving Discord/Telegram session management and OpenAI WebSocket streaming. Additional features include Feishu Docx support and Web UI localization.
Chinese Security AI Beats Claude 13-3
A domestic Chinese security AI has surpassed Anthropic's Claude in vulnerability detection, achieving a 13 vs 3 score. It not only reproduced known vulnerabilities but also uncovered 10 additional zero-day exploits.
Funds Surge into Telecom, Dump Metals
Morning session saw main funds net inflow into communication, petroleum, and defense sectors. Key inflows hit Zhongji Innolight (¥3.44B), Eoptolink (¥2.74B), and China Satellite (¥1.97B). Outflows targeted Northern Rare Earth (¥1.28B), Wangsu Tech, and Shandong Gold.
Noetix Raises $140M for Consumer Robots
Noetix Robotics secured nearly RMB 1 billion ($140M) in Series B funding led by CATL-backed CD Capital. The round supports development of consumer-focused humanoid and biomimetic robots. This funding accelerates their push into home robotics.
AI Hype Mirrors Qin Shi Huang Immortality Quest
Opinion piece likens AI 'it's about to succeed' hype to emperor's futile immortality search. Critiques overemphasis on coding as AGI proxy amid unproven real-world impact. Calls for grounded progress over illusory breakthroughs.
Galbot Raises $350M for Humanoid Robots
China's Galbot, focused on embodied AI for humanoid robots, raised RMB 2.5 billion ($350M) in new funding. Investors include China Integrated Circuit Fund, Sinopec, CITIC entities, SAIC Motor arm, and existing shareholders. Funds will accelerate development.
KargoBot Raises $100M+ Series B for Unmanned Trucks
卡爾動力KargoBot在幹線無人貨運領域領先，完成超過1億美元的B輪融資。這標誌著其作為無人重卡細分領域實力玩家的地位。
Tesla Speeds Up Cybercab Production
Tesla reports acceleration in Cybercab mass production efforts. The humanoid robot project is also advancing through continuous iterations. Update comes from Tesla's official post via 36Kr.
AWS UAE Data Center Hit by Objects, Sparks Outage
Amazon Web Services suffered a service disruption after unidentified objects struck its data center in the UAE, causing a fire. The incident led to outages affecting AWS operations in the region.
New Bartowski Quants for Qwen3.5 27B
Bartowski uploaded multiple new Imatrix quantized versions of Qwen3.5 27B. On RTX 5060 Ti, IQ2_M quant delivers 450 t/s pp and 20 t/s tg with 128k context. It excels in debugging tasks compared to other Q2 quants, though power draw hits 170-175W.
SenseTime Xiao Huansong Launches Editable AI PPT
SenseTime's Office Xiao Huansong has introduced an editable AI PPT feature. It enables one-click generation of presentations where every page can be modified by users. This design ensures full user control, making it a truly practical AI PPT tool.
DiDi Launches Voyager Labs for AV Research
DiDi Autonomous Driving established Voyager Labs to focus on multimodal large models, world models, and reinforcement learning for end-to-end autonomous driving. The lab announced a partnership with Professor Li Shengbo's team at Tsinghua University.
Rare Elements: Robot Era's True Gold
Robot era arrives, spotlighted by Spring Gala performances. Beyond compute, chips, and models, periodic table elements emerge as scarcest hard currency, pricier than gold or oil.