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Industry

HP pushes AI workstations to cut cloud reliance, expand local computing

HP is positioning so-called agentic AI as a core element of the next workplace and is expanding related hardware and on-device software. The company unveiled new AI PCs and workstation products in Seoul, along with its on-device AI platform, HP IQ. HP said the shift toward AI that understands and executes tasks increases demand for local computing, reducing cloud reliance while strengthening security and performance.

Crypto

Quantum computing investment divide widens as Wall Street bets and banks hesitate

Wall Street is focusing on quantum computing as a next-generation investment theme, but financial institutions differ on when it will be usable. Goldman Sachs tested quantum computing for asset management with Amazon but found no clear results and later cut most of the team. JPMorgan has kept more than 50 researchers and continues long-term work. Interest is also tied to cryptocurrency security, as quantum advances could shorten the time needed to break certain cryptography.

AI & Enterprise

AI computing power shortage deepens, squeezing AI startups

A worsening shortage of AI chips is prompting major cloud companies to allocate GPU inventory first to internal demand and large customers, increasing pressure on AI startups. Some startups are said to be paying higher costs to access GPU servers. The Information reported that even heavily funded startups are affected, as demand from major AI developers rises and cloud providers limit capacity for smaller clients while raising fees for Nvidia GPU servers.