Building Expert Knowledge Graph

Bios Tell Stories, Graphs Show How Things Connect

Traditional biography pages present expertise as narrative—a chronological story of achievements, credentials, and exper...

Expertise Without Structure Becomes Invisible to AI

Decades of accumulated expertise now compete for AI attention with content created yesterday. The assumption that deep k...

What Convinces Humans Doesn't Convince Algorithms

Human persuasion operates through emotional resonance, storytelling, and social proof. Algorithmic evaluation operates t...

Schema Markup as the Bridge Between Thought and Signal

Expertise exists as lived experience, accumulated knowledge, and refined judgment. AI systems cannot access these qualit...

Documentation Versus Thinking Maps

The history of knowledge management reveals a persistent tension between two approaches: capturing what experts know ver...

Start With Connections, Not Credentials

Traditional authority-building prioritizes accumulating credentials—degrees, certifications, testimonials. AI systems pr...

Context Traps Expertise; Structure Sets It Free

Expertise accumulated over years exists as interconnected insights, methodologies, and domain knowledge. Without deliber...

Tacit Knowledge Disappears When AI Comes Looking

Experts possess knowledge that exists primarily in intuition, pattern recognition, and judgment refined through years of...