DeepSeek-V4.1-Flash-1017 is a minor update to DeepSeek-V4.1-Flash, delivering substantial improvements across reasoning, coding, agentic tasks, and visual benchmarks. Alongside these gains, the model reduces task execution time and output length, enabling users to complete…
Executive SummaryThe domestic AI agent trends for 2026/10/21 show that autonomous cybersecurity verification, AI that directly operates business systems, voice-based business completion, and the devel
Meta’s Muse app has attracted more than 10 million users in North America, and the company expects AI to start generating additional revenue in 2027. But rising infrastructure costs, negative free cash flow and mounting legal liabilities complicate its effort to turn AI investment into a new growth engine.
Tesla and NVIDIA will invest 1.1 trillion won and 2.6 trillion won, respectively, to build production facilities with Samsung Electro-Mechanics for flip-chip ball grid array (FC-BGA), a next-generatio..
A state may need to be compressed before its exact downstream task is known. For a finite family of linear task operators $\{T_u\}_{u\in\U}$, we characterize exactly how much state must survive when only one of $K$ coarse task messages is available at compression time:…
Recent pre-trained foundation models provide rich multi-modal priors for downstream 3D vision tasks. However, the effectiveness of these representations in few-shot scenarios is limited by two fundamental challenges: High-dimensional features often contain substantial channel…
While Video Large Language Models (Video-LLMs) have recently demonstrated strong performance, reliably evaluating their fine-grained video understanding remains challenging. Existing benchmarks often rely on question answering or ground-truth caption matching, where models may…
Artificial Intelligence (AI) is becoming a fundamental design principle of future AI-native communication networks, enabling autonomous resource management, adaptive control, and zero-touch network operation. While current AI-native architectures increasingly embed intelligence…