CORE / SERP FORENSICS [EN]
Google is a machine, not a person. That is precisely why we need to approach SEO from an engineering perspective. - U
An engineering archive of technical specifications, causal inference models, and forensic logs analyzing search engine serving mechanics, attribution pipelines, and structural subtraction protocols based on longitudinal SERP observation data.
Technical Specifications & Forensic Logs
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Why "LLM Search Optimization" Is a Fallacy: Physical Evidence of Attribution Lag and Caffeine Dependency in AI Overviews
Deconstructing the strict coupling between underlying index crawls (Caffeine) and generative RAG attribution extraction. Verification of the 11-day crawl latency window and dual-axis table binding protocol.