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SAGE: Scalable AI Governance & Evaluation
Announce Type: replace Abstract: Evaluating relevance in large-scale search systems is fundamentally constrained by the governance gap between nuanced, resource-constrained human oversight and the high-throughput requirements of production systems. While traditional approaches rely on engagement proxies or sparse manual review, these methods often fail to capture the full scope of high-impact relevance failures. We present \textbf{SAGE} (Scalable AI Governance \& Evaluation), a framework...
A Unified Structured Query Understanding Framework for Industrial Semantic Search
arXiv:2605.27441v2 Announce Type: replace Abstract: Query understanding in large-scale industrial search systems is typically implemented as a cascade of disparate, task-specific components. While individually optimizable, this fragmented architecture incurs high maintenance overhead and results in inconsistent behaviors, particularly for long-tail queries. In this work, we propose and deploy a unified structured query understanding system that consolidates these heterogeneous functions into...
Five Eyes: Watch out for odd LinkedIn connection requests, China's back on the hunt for state secrets
MI5 and its international allies are once again warning that China is shopping for state secret leakers on popular recruitment platforms, including LinkedIn, Indeed, and Upwork. In a fresh advisory published on Wednesday evening, the UK’s domestic counter-intelligence agency said China is using an increasing number of platforms to recruit those who have access to classified or privileged information. Chinese military intelligence officers specifically target security clearance holders,...
LinkedIn launches new effort in push to capture business advertisers
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UK media fails to disclose defence sector links in nearly 60% of cases
Executive summary This report reveals how retired senior British military figures are frequently presented in the UK media as purely independent experts on defence and security matters without mention of their personal commercial and employment interests in the defence, technology, intelligence, and security sectors in those reports. By analysing media reports between 2015 and May 2026, AOAV identified a repeated pattern where almost 60% of former key military personnel with links to the...
How I Get Free Traffic from ChatGPT in 2025 (AIO vs SEO)
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President Trump demands Iran and Israel 'stop' firing at each other and more top headlines
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Ernst & Young published cybersecurity report full of hallucinations
Earlier this year, an engineer at GPTZero coined the term “vibe citing” to describe the accidental creation of fake references via LLM hallucinations. It turns out that the friction of creating and checking citations is leading many researchers, consultants, lawyers, and public officials to embrace the vibe (if you know what we mean). Among the converts are the authors of a 2025 Ernst & Young report titled Points of Attack: Uncovering Cyber Threats and Fraud in Loyalty Systems.