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Serval has made Catalyst generally available as an administrative super agent that discovers repetitive work and builds governed enterprise automations. It can also create background agents that monitor connected systems, identify emerging issues, and suggest fixes before employees submit tickets.
A Chinese-led team from Nanjing University and the National University of Singapore developed 光语芯, an ultra-low-power intelligent vision sensor chip that directly converts light into tokens. The tokens can be fed into an encoder for image recognition.
China has reportedly allowed ByteDance and Tencent to import 10,000 NVIDIA H200 chips each, according to the Financial Times. Other Chinese companies could receive similar approval, potentially easing access to advanced AI computing hardware.
KnowSim is an evaluation framework that simulates users with explicit, evolving knowledge states to assess whether LLM assistants adapt information delivery to user understanding. Across 705 human-AI sessions and evaluations of nine LLMs, its metrics aligned with human judgments and showed that the strongest model varies by user knowledge level.
Aegis is a runtime governance system that treats agent outputs as action proposals, then evaluates and authorizes them through a trusted policy layer before tool execution. In a sandbox evaluation, it recorded zero governed mock-tool applications and zero governed risky side-effect completions, though the authors caution that this does not establish general agent safety.
Chinese AI companies are optimising software to handle growing inference demand while access to high-end Nvidia processors remains limited. Domestic chips can support some inference workloads, but complex coding tasks still depend partly on scarce Nvidia capacity.
SMIC reported its first $3 billion quarter, with revenue rising 36.1% year over year and net profit nearly tripling to $479.2 million. The Chinese foundry is also raising wafer prices as US sanctions strengthen demand from China’s captive AI market.
Meitu Imaging & Vision Research Institute (MT Lab) proposes a new scene text editing approach for languages ranging from Chinese to low-resource languages. The research is presented as an ICML 2026 contribution and focuses on making text changes appear seamless within images.
Moonshot and ZAI are reportedly approaching the performance of models from OpenAI and Anthropic. The models can reportedly build passable websites at a cost 75% lower than Claude, highlighting potential advantages in cost-sensitive coding workflows.
This systematic review examines how large language models support mental-health applications, including social-media analysis, clinical conversational agents, therapy support, and psychoeducation. It also covers multimodal diagnosis, prompt engineering, interpretability, and the ethical and regulatory safeguards needed for responsible deployment.