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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,...
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...
AI Engineers aren't safe from being replaced by AI
It quickly became small talk; whenever I speak with a fellow engineer working in tech, we somehow always end up in the same direction: “AI agents are getting so smart nowadays, my job will eventually be replaced by them. You don’t have to worry about this instead. You are an AI engineer, you create AIs, you cannot be replaced.”
Why scammers target veterans and how to fight back
This Memorial Day, while the rest of the country pauses to honor the fallen, scammers are doing something else entirely. They're running searches.They're pulling military records. Cross-referencing VA enrollment data.
Book Dedications
To my sister, Dr. Soma Mohammed Mohammed Baroud. I write your name in full, because that is how it appeared on the white body bag that held your remains soon after the bomb was dropped. Dedications A random assortment of book dedications.
Anti-social: It's fads, not friends, which now dominate social media feeds
Anti-social: It's fads, not friends, which now dominate our feeds Social media platforms used to be about communication between friends – now many are increasingly short video entertainment hubs. The business model is to increase the time people spend on their apps and increase ad revenue. But is there already a consumer backlash?