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Callosum Raises $100 Million to Cut AI Costs
Callosum has raised $100 million in early financing to develop software that matches specific AI tasks with suitable models and chips. Backers include the UK’s public AI fund.
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Onshape Adds MCP for Natural-Language CAD
PTC has launched the FeatureScript MCP Server for its Onshape CAD/PDM platform. Engineers can use natural language and AI to create custom CAD features.
Moore Threads’ Growth Comes with Big Questions
Moore Threads’ first post-IPO half-year report shows revenue rising 147% to RMB 1.736 billion, while attributable losses narrowed sharply. However, the improvement relies heavily on concentrated cloud-computing sales, government subsidies, investment gains, and IPO-funded cash reserves rather than a clear recovery in core operations.
Chinese AI Chips Struggle With Coding Inference
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.
How LLMs Are Transforming Mental Health Care
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.
51World Targets the Robot Data Bottleneck
51World has unveiled a suite of data-collection devices and platforms designed to generate training data for embodied AI systems. The Beijing-based company argues that higher-quality physical-world data is essential for improving intelligent humanoid robots.
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Replit Makes AI Coding Free
Replit introduces Free Mode, powered by GPT-5.6 Luna, allowing anyone to turn ideas into working software without worrying about token costs. The feature lowers the cost barrier for experimenting with AI-assisted software creation.
GitHub Code Quality Targets AI Code Maintainability
As AI-generated code becomes more prevalent, GitHub Code Quality is placing greater emphasis on maintainability. The update highlights the need to evaluate long-term code quality alongside AI-assisted development speed.
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AI Smart Beds Enter the Mass Market
Smart bed prices are falling sharply, with many online products now priced at RMB 3,000–4,000 and flagship sets below RMB 10,000. Falling component costs, domestic supply chains, stronger demand, and simplified product configurations are accelerating adoption, while inaccurate sensing and weak adaptive functions remain key concerns.
Hesai Lidar Gains Ground in China’s Smart-Car Push
Hesai CFO Andrew Fan says lidar orders this year are higher than during the same period last year. More Chinese automakers are adding lidar to new vehicle models as they accelerate intelligent-driving development despite a weak overall car market.