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Major cloud incidents repeatedly stem from unavoidable risks such as resource saturation, networking failures, security controls, and uncommon changes like migrations. Reliability measures add their own complexity, so outages cannot be eliminated and teams must invest in strong incident response.
AI agent traffic grew 7,851% in 2025. Security and marketing teams are both flying blind, and the fix runs through visibility, identity, and governance, in that order.
OpenAI has expanded internal testing of GPT Astra, signifying that the model might be close to release. Outputs from the model are available in the article. OpenAI has not announced a release date for the model, but separate reports suggest that a launch will happen within weeks. Early testers say Astra represents a much larger capability jump than recent OpenAI releases.
Anthropic opened a research preview of the Model Hardware Standard, a model-agnostic specification for letting AI agents operate scientific and manufacturing equipment.
Nvidia has reportedly agreed to acquire Hugging Face for $12.9 billion, though conflicting reports say a deal may not yet be signed. The acquisition would give Nvidia control of one of the largest open-source AI ecosystems and another route into cloud compute.
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