South Korea disclosed semiconductor and AI infrastructure initiatives that will see the two memory makers each construct a pair of new fabs under an $518 billion national program, triggering immediate declines in both companies’ shares. The disclosure follows a newspaper account of Samsung Group’s separate decade-long $646 billion spending blueprint spanning chips, data centers and additional sectors, highlighting the accelerating contest for AI memory supremacy.

High-bandwidth memory chip demand continues to exceed available supply as cloud operators and tech groups scale up AI systems.
SK Hynix remains the top vendor of leading HBM chips to Nvidia, while Samsung Electronics has poured resources into closing the technological distance with its local competitor.
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Intel is working with RadixArk to optimize SGLang, an open-source inference stack, for Intel CPUs, GPUs, and accelerators. The November 12 release does not include a speed figure.
United is taking steps to stop unauthorized third-party AI agents from using customer accounts. The airline says those tools can expose logins and can make purchases, account changes, or mileage redemptions the customer did not intend.
IBM has released two experimental Granite 4.1 preview models trained to read and write LLMON, a markup language for model context. The 3 billion and 8 billion previews are meant to separate instructions from data, and the page calls that a learned behavior, not a guarantee.
Google has introduced Gemini 4 Hydrogen, priced at $1.50 per million input tokens and $7.50 per million output tokens. It is rolling out today in the Gemini app, Google Search, and the Gemini API, and it finishes tasks 2.5 times faster than Gemini 3.8 Flash at the default high setting.
Anthropic says self-hosted Claude Managed Agents is in private beta. The harness, sandboxes, credentials, and session history can run in a customer's own cloud or on-premise. Model requests can go to Anthropic, a cloud provider, or the customer's own gateway.