Applications
OpenClaw Ignites Computer Use Agent Boom
OpenClaw is exploding in popularity. This heralds the breakout of the Computer Use Agent category.
钛媒体 · 198d ago
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March 12, 2026
Applications
Why Still Betting Big on Humanoids in 2026?
Analyzes persistent heavy investments in humanoid robots into 2026. Frames 2026 as both the 'commercialization year' and 'elimination year' for humanoid robot enterprises.
钛媒体 · 198d ago
Infrastructure
Bridge Data's $3.9B AI Push in Singapore
Bridge Data Centres plans to invest up to S$5 billion ($3.9 billion) in AI technology in Singapore. The investment aims to accelerate growth across Asia.
Bloomberg Technology · 198d ago
Business
Microsoft Drives AI Adoption in Africa vs DeepSeek
Microsoft is promoting its AI tools for wider adoption among Africans. It competes with China's DeepSeek in the world's youngest, fastest-growing population.
Bloomberg Technology · 198d ago
Research
VLMs as Auditors for Computer-Use Agents
CUAAudit introduces Vision-Language Models (VLMs) as autonomous auditors for evaluating Computer-Use Agents (CUAs) via observable interactions. A meta-evaluation of five VLMs across three CUA benchmarks on macOS, Windows, and Linux reveals strong accuracy and calibration, but degradation in complex environments and significant inter-model disagreements.
ArXiv AI · 198d ago
Research
Trajectory Memory for Self-Improving Agents
A new framework extracts actionable learnings from LLM agent trajectories to boost future performance via contextual memory. It includes Trajectory Intelligence Extractor for semantic analysis, Decision Attribution Analyzer for failure attribution, Contextual Learning Generator for tips, and Adaptive Memory Retrieval for prompt injection.
ArXiv AI · 198d ago
Research
TRACED: Geometric LLM Reasoning Evaluation
TRACED is a new framework evaluating LLM reasoning through geometric progress (displacement) and stability (curvature), revealing topological differences between correct reasoning and hallucinations. Correct paths show high progress and stability, while hallucinations feature stalled displacement and curvature fluctuations.
ArXiv AI · 198d ago
Research
Reward-Free Self-Finetuning for RAN Control
This arXiv paper introduces a self-finetuning framework for generative AI agents in continuous control tasks like RAN slicing, eliminating the need for handcrafted rewards. It uses bi-perspective reflection to generate preference datasets from interactions, distilling experiences into model parameters.
ArXiv AI · 198d ago
Research
LLM-Graph Hybrid Beats GPT-4o-mini in Amazons
Proposes a lightweight hybrid framework for resource-constrained Amazons chess, combining graph attention autoencoders with MCTS, genetic algorithms, and GPT-4o-mini for synthetic data. Achieves 15%-56% higher decision accuracy over baselines and outperforms GPT-4o-mini with 66.5% win rate at N=50 nodes.
ArXiv AI · 198d ago
Models
LLM Alignment Skips Diversity: RLVR Study
Empirical study tests if LLM moral alignment needs diversity-seeking methods over reward-maximizing RLVR. On MoReBench, reward-maximizing approaches match or outperform distribution-matching ones.
ArXiv AI · 198d ago
Models
IH-Challenge Boosts LLM Instruction Hierarchy
IH-Challenge is a new reinforcement learning dataset designed to improve instruction hierarchy in frontier LLMs, enhancing defenses against jailbreaks and prompt injections. Fine-tuning GPT-5-Mini on it yields +10% robustness across benchmarks, slashes unsafe behavior to 0.7%, and maintains helpfulness.
ArXiv AI · 198d ago
Research
HyMEM Supercharges GUI Agents
HyMEM is a graph-based memory system for GUI agents that combines discrete symbolic nodes with continuous trajectory embeddings, inspired by human memory. It enables multi-hop retrieval, self-evolution through node updates, and dynamic working-memory refreshing.
ArXiv AI · 198d ago
Research
HEAL Breaks Teacher Ceiling in Reasoning Distillation
HEAL is an RL-free framework that distills reasoning from Large Reasoning Models to smaller ones by overcoming rejection sampling limits and the 'Teacher Ceiling'. It combines GEAR for entropy-guided trajectory repair, PURE for filtering genuine breakthroughs, and PACE for progressive curriculum learning.
ArXiv AI · 198d ago
Research
FAME: Scalable Minimal NN Explanations
FAME proposes formal abstract minimal explanations for neural networks using abstract interpretation, scaling to large models while minimizing explanation size. It employs dedicated perturbation domains and LiRPA-based bounds to discard irrelevant features without needing traversal order.
ArXiv AI · 198d ago
Research
Agentic Center Automates Data Product Optimization
Researchers propose Agentic Control Center, a system using specialized AI agents to automate data product improvements in a continuous optimization loop. It surfaces questions, monitors multi-dimensional quality metrics, and incorporates human-in-the-loop controls.
ArXiv AI · 198d ago
Infrastructure
Calterah Raises $140M+ in Series E
Calterah, a mmWave radar CMOS chip specialist, completed over 1 billion RMB in Series E funding. The round attracted national industrial funds, local government funds, and industrial investors.
36氪 · 198d ago
Research
NVIDIA AI-Q Tops DeepResearch Benches I & II
NVIDIA's AI-Q model has achieved the #1 ranking on both DeepResearch Bench I and II. The Hugging Face blog details how this superior performance was attained.
Hugging Face Blog · 198d ago
Applications
US Iran Strikes Herald AI War Dawn
US strikes on Iran under Trump are touted as the prelude to 'AI war' due to AI's full-chain integration enabling rapid victories. Anthropic and Palantir emerge as key players in this narrative.
虎嗅 · 198d ago
Business
Craveable Brands Eyes AI Despite Failure Risks
Craveable Brands is cautiously exploring AI adoption while monitoring high project failure rates. The company hopes tech partners will help de-risk implementation.
iTNews Australia · 198d ago
Applications
UBTech Beyond the Dance
UBTech, famous for its dancing robots on the Spring Festival Gala, signals deeper ambitions. The company contemplates strategies beyond entertainment performances.
钛媒体 · 198d ago
Infrastructure
GitHub Feb 2026: Six Service Incidents
In February 2026, GitHub faced six incidents causing degraded performance across its services. The availability report summarizes these outages.
GitHub Blog · 198d ago
SetupAIResearch
Research
Social Sciences' First AI Crisis
Vibe Research's essay explores the inaugural AI crisis in social sciences, entered in 少数派's 2025 annual contest under #TeamSilicon25. The contest innovates with 'only use AI' and 'no AI' tracks for creative submissions.
少数派 · 198d ago
SetupAIInfrastructure
Infrastructure
RTX PRO 6000 MoE Benchmark: 50.5 tok/s Max
8+ hour benchmark of MoE backends for Qwen3.5-397B NVFP4 on 4x RTX PRO 6000 yields 50.5 tok/s with Marlin TP=4. NVIDIA CUTLASS kernels fail on SM120 due to initialization bugs, forcing FP16 fallback.
Reddit r/LocalLLaMA · 198d ago
Business
Jiangyin 500M RMB AI Fund Launches
Jiangyin Guolian Xizhou AI Industry Equity Fund (LP) recently registered with 500 million RMB capital. Executed by Wuxi Guolian Xizhou Private Fund Management Co., it focuses on equity investments and asset management.
36氪 · 198d ago
Infrastructure
CAICT Launches Claw Agent Standards
China Academy of ICT has started compiling Claw intelligent assistant agent series standards to build a robust framework. They seek industry units and experts for 'Claw Product Trustworthy Capability Requirements'.
36氪 · 198d ago
Business
Magic Atom Raises 10.5B for Embodied AI
Magic Atom has secured 10 billion RMB in fundraising and 500 million RMB in financing, totaling 10.5 billion RMB. The funds target the endgame of embodied intelligence.
量子位 · 198d ago
Infrastructure
Oil Prices Surge, EV Costs Rise on Memory & Lithium
China's oil prices rise 4th straight time due to Middle East tensions, prompting gas station rushes. EV owners face price hikes from surging memory chip and lithium carbonate costs, affecting brands like Zeekr and NIO.
虎嗅 · 198d ago
Infrastructure
Seagate: Iran War Spares AI Supply Chain
A Seagate executive states the Middle East conflict, including Iran war, won't significantly disrupt the technology supply chain short-term. This addresses fears over vital materials like helium.
Bloomberg Technology · 198d ago
SetupAIBusiness
Business
Ex-Huawei AI Chief Launches Beta Infinity with ¥100M Seed
Former Huawei AI leader Liu Wulong founded Beta Infinity, targeting consumer-grade embodied robots with personalization and autonomous evolution. The startup raised nearly 100M RMB in seed funding from Hongtai Fund, Zhengjing Fund, and others.
雷峰网 · 198d ago