LLM recommendation bias audit 





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Qatari mediators push a US-Iran peace draft as Vance's letter to Tehran opens a negotiating channel days before midterms
London's Oxford Street permanently banned vehicles from a ~1km stretch on October 26, 2026, starting a £150m pedestrianisation scheme
Africa's first Olympic event, the Dakar 2026 Youth Olympic Games, opened in Senegal on October 31 with ~2,700 athletes
Riyadh airport partially reopens after Houthi attack killed 13; Houthis vow more strikes as Saudi Arabia intercepts 10 missiles
CISA confirms active exploitation of critical PHP2Shell flaws (CVE-2026-109618/109619), giving federal agencies three days to patch; AI-discovered, exploited worldwide
Cyclone Arnab struck Andhra Pradesh on Oct 28 with 150 kmph gusts after ~100,000 evacuations; no initial deaths were reported
Renfe AVE train rear-ends stationary Iryo train near Urda, Spain, killing 69 after control center cleared it despite failed automatic signalling, weeks before snap election
US-brokered local ceasefire in Russian-occupied Oleshky took effect Oct. 27 and held its first 30 hours, enabling aid and civilian evacuations
India's INDIA bloc holds mock impeachment of CEC Gyanesh Kumar and mass Delhi rally demanding removal over alleged electoral-roll manipulation; BJP counter-protests
Pentagon probes suspected hack behind August freezer failures at at least six U.S. military commissaries, coordinating with France after a 350-store supermarket refrigeration cyberattack
Israel's election ends in exit-poll deadlock: Netanyahu's bloc ~50-52 seats, Eisenkot's opposition ~51-53, no majority; record 77.7% turnout
Congo's Bundibugyo Ebola outbreak tops 10,060 confirmed cases and 4,887 deaths as first vaccine trial launches and cases reach Kenya and Nigeria
Sir Patrick Stewart, Star Trek's Captain Picard and X-Men's Professor Xavier, died at 86 in Los Angeles from Alzheimer's and Lewy body dementia
Lula wins historic fourth term 51.79%-48.21% over Flávio Bolsonaro, who flees to Miami amid probes as markets crash
King Charles began a nine-day Caribbean tour facing CARICOM reparations demands and Bahamas protests, but will not apologize or pay reparations
Kimi Antonelli can clinch the 2026 F1 title as youngest-ever champion with a top-nine finish at Sunday's Mexico City Grand Prix

















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