Mika Sipilä

Independent Sessions, Shared Evidence: Auditing Evidence Convergence in LLM Web Research

Independent model sessions are often treated as independent checks, but shared access to the public web can correlate the evidence they retrieve. We audit this dependence using 600 primary research runs from two consumer LLM web-research systems evaluating the same 300 frozen SEO...

Independent Sessions, Shared Evidence: Auditing Evidence Convergence in LLM Web Research

Independent model sessions are often treated as independent checks, but shared access to the public web can correlate the evidence they retrieve. We audit this dependence using 600 primary research runs from two consumer LLM web-research systems evaluating the same 300 frozen SEO...