Editorial - SiliconNoon (Page 158)

The Frontier

Xiaomi's MiLM Plus ships PROVE, a benchmark for AI object removal

The AI-editing arms race just got a proper measuring stick: Xiaomi's research team shipped an evaluation framework that says the metrics everyone uses to judge object-removal models are out of step with human perception. Meanwhile, the open-source fine-tuning favorite Unsloth put local model training on the desktop. Xiaomi's MiLM Plus research group released PROVE, an open evaluation framework for object removal in images and video that its authors say fixes what standard metrics get wrong.

The Arena

Devin maker Cognition eyes $40B valuation in new round

Two stories set the pace today: the agent boom is repricing its most famous startup, and China's newest state-owned auto giant is betting its AI future on Huawei's stack. Cognition, the startup behind the Devin coding agent, is in early talks to raise a new round at a valuation of at least $40 billion, Bloomberg News reported.

The Arena

CoreWeave's backlog tops $104 billion as AI cloud revenue doubles

The AI buildout's scoreboard came in overnight: CoreWeave's revenue doubled and its backlog hit a record, while China locked in its first mandatory safety rules for L3/L4 self-driving. CoreWeave posted second-quarter revenue of $2.58 billion, up 112 percent from a year earlier and ahead of the $2.56 billion analysts expected, with the stock jumping about 10 percent in extended trading.

The Guardrails

China-linked hackers hit Taiwan in first autonomous AI attack

A government breach in Taiwan shows the AI-agent era of cyber warfare has arrived — and the operator may not have needed much of a team at all. Suspected Chinese hackers used publicly available AI agents to build an autonomous hacking tool that broke into Taiwanese government systems in early July, according to the Financial Times — a breach researchers describe as unprecedented.

The Guardrails

OpenAI says US AI policy is being written in state capitals

OpenAI's top policy executive says America's AI rulemaking is happening in statehouses, not Washington — and California's transparency law is the template. Ann O'Leary, OpenAI's vice president of global policy, told POLITICO's California Agenda summit that US AI policy is "really happening in state capitals," with California's AI transparency law — signed by Gov. Gavin Newsom last year — informing much of the emerging framework.

The Arena

Musk: SpaceX AI revenue to top rockets and Starlink by September

SpaceX just reframed itself as an AI company, and China's agent-memory race collected another big check. Musk told employees in a company video that AI revenue "will exceed all other SpaceX revenue probably in September," with AI to make up 99% of SpaceX's value within five years. In a roughly 30-minute all-hands address posted publicly on Tuesday, Musk said the crossover with rockets, spacecraft, and Starlink comes "probably next month" and that AI "will significantly exceed" every other…

The Arena

Alibaba Cloud's Zhenwu M890 supernode runs 2T-parameter models

China's compute buildout just got a new centerpiece, and South Korea's flagship AI project hit an embarrassing checkpoint. Alibaba Cloud is renting out a supernode that can train trillion-scale models, while Seoul's government-backed models stumble over a two-sentence reasoning question. Alibaba Cloud has made its Lingjun Zhenwu M890 super-node instances generally available, positioning them as the first supernode in China to run models exceeding 2 trillion parameters.

The Arena

Lumentum's revenue doubles as AI data centers go optical

Optical networking is writing the AI buildout's next earnings chapter: Lumentum's quarterly revenue more than doubled as hyperscalers wire their data centers with light, and a Chinese province drew the line on how schools may use AI. Lumentum's fiscal Q4 revenue more than doubled year over year to $1.01 billion, beating estimates as AI data centers race to replace copper links with optical connectivity.

The Arena

Ex-Qwen chief Lin Junyang launches $2B agent startup

The model wars are quietly becoming founder wars: the architect of Alibaba's Qwen is out with a reported $2 billion startup, the Qwen consumer app just started charging for its best features, and Bernie Sanders wants the frontier labs to stop building. Lin Junyang, the former technical lead of Alibaba's Qwen, has officially unveiled Pragmatik Labs (语用科技) — a Shanghai startup betting on "next-generation agents" spanning both the digital and physical worlds.

The Arena

China's biggest edge-AI unicorn ModelBest files for A-share IPO

The AI story this cycle is usually written in data centers — but two items overnight point elsewhere: China's largest on-device model maker is heading for the public market, and a new paper hands diffusion language models scaling rules of their own. Beijing ModelBest, China's biggest edge-AI unicorn, has officially started the A-share IPO process, signing a tutoring agreement with CITIC Securities that was posted to the securities regulator's website on August 12.

The Arena

Supermicro's record year shows AI server demand is still booming

Two readings of the AI buildout landed overnight: the machine that assembles the servers posted a record year and a stock surge, and a new benchmark suggested AI models still can't do original research — only optimize what humans already built. Supermicro capped fiscal 2026 with record revenue of $39.1 billion, up 78 percent year over year, and fourth-quarter revenue of $11.1 billion, up 93 percent, sending the stock up about 9 percent in extended trading.

The Arena

Alibaba Cloud's CUBE 5.0 builds AI data centers in 100 days

Two infrastructure stories frame the day: Alibaba Cloud is industrializing the AI data center — compressing builds that once took a year into 100 days — and Ryanair is handing its operations to Gemini agents. Alibaba Cloud says its CUBE 5.0 modular architecture can deliver a large-scale AI data center in about 100 days, a build that traditionally runs six to 12 months in China and 12 to 18 months in the US.

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