AI 2025 trends

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Live: Guterres to open UN General Assembly in final speech of his mandate

UN Secretary-General Antonio Guterres will open the General Assembly in New York on Tuesday for the last time before his term ends on December 31. Guterres will be followed at the podium by Brazilian President Luiz Inacio Lula da Silva, US President Donald Trump and French President Emmanuel Macron. Follow our live blog for the

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VCF Edge Architecture: Latency, Local Processing, and Recovery

TL;DR An edge application may need to process time-sensitive data while a central platform is slow or unreachable. Decide which work must stay local, what data should cross the network, and how the site recovers and reconciles after disruption. The race-operations scenario makes those latency, connectivity, security, and ownership decisions concrete. VMware Cloud Foundation can

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Build an AI Context Sensitivity Test Harness in Python

TL;DR An AI context-sensitivity test harness should vary presentation without silently changing the task, evidence, or policy. This tutorial builds a provider-neutral Python workflow with three policy cases, equivalent prompts, evidence-order variations, and independent grading checks. Validate the harness with a passing fixture and a deliberately defective fixture before connecting an application. Preserve failed attempts,

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AI Context Sensitivity: Same Evidence, Different Decisions

TL;DR AI context sensitivity becomes an operational problem when irrelevant presentation changes alter a decision that should remain stable. But conflicting answers can also reflect different tasks, missing evidence, changed execution settings, or a grader that misreads a valid response. Define the decision before comparing answers. Preserve the evidence and policy, inspect what actually reached

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