Beyond the GPU: Optimizing the AI Factory as a System

An AI factory is not a bigger data center. It is specifically built to manufacture intelligent tokens, not to serve web pages and email. When a hyperscaler or neocloud puts billions of dollars and years into building an AI factory, the GPUs doing the computational heavy lifting naturally become a priority. But optimizing the GPU…

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Five Possible Back-Doors into LLM Search Results

With the plunge in traditional traffic from search engine results, due to the new trend for AI summaries, publishers at all levels are now seeking to gain prominence in the attention of the Large Language Models that power web-search AI summaries, and directly, in popular frontier models such as ChatGPT. Legitimate approaches, according to prior…

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UK Announces AI Risk Package and Extends Cyber Defense Pilots

The UK government announced a package of measures on October 12, 2026, to protect Britain from the risks posed by increasingly powerful AI, including extending a frontier-AI cyber defense program the government said has already helped find and fix more than 1,000 potential vulnerabilities across government systems. The announcement was issued by the Cabinet Office,…

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SWI Group Secures €800M From Institutions at €6.1B Valuation for Transatlantic AI Buildout

SWI Group announced on October 12, 2026 an €800 million capital increase with institutional investors at a €6.1 billion final valuation, a transaction the company said will accelerate the expansion of its transatlantic AI infrastructure and compute platform. The capital increase is realized through the issuance of new ordinary shares by SWI Capital Holding Ltd.,…

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