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PhD Seminar 1 Title: LLM-Enabled Automated Sustainability Reports Scoring

PhD Thesis Abstract: AI-Enabled Framework for Log-Driven Detection and Attribution Enterprises now depend on logs to protect endpoints, applications, identity systems, cloud control planes, and emerging agents/LLM services. While centralizing telemetry once promised unified visibility, privacy and data-residency constraints, heterogeneous and evolving log formats, and the short-lived links that carry real forensic value make monolithic data lakes costly, brittle, and slow. Defenders must therefore detect and...