Document Status: Public Specification / Active Research Architect: Carolyn Holzman (https://www.linkedin.com/in/carolynholzman/) Primary Protocol: The VizzEx Logic Engine (https://vizzex.ai) Date: April 26, 2026 1. Executive Summary: The Efficiency Filter In the...
Document Status: Public Specification / Active Research Architect: Carolyn Holzman (https://www.linkedin.com/in/carolynholzman/) Primary Protocol: The VizzEx Logic Engine (https://vizzex.ai) Date: April 26, 2026 1. Executive Summary: The Induction Imperative As search...
Subject: A Comparative Analysis of Hidden Divs vs. “Weird” Table of Contents (TOC) Links in the Age of AI Retrieval. 1. The Core Problem: Structural Signal Integrity For an LLM (like Gemini) or a RAG system (like Perplexity) to cite a website, the...
Technical Specification: The Signal Architecture Framework (v1.0) Document Status: Public Specification / Active Research Architect: Carolyn Holzman (https://www.linkedin.com/in/carolynholzman/) Primary Tool: VizzEx WordPress Plugin or HubSpot App (https://vizzex.ai)...
