Your Docs Are Now AI Infrastructure (Treat Them Like It)
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Emil Sorensen
kapa.ai
CEO and Co-founder
Your technical documentation has a new audience, and it doesn’t read like humans do.
Every day, developers engage with your docs through AI tools. They ask ChatGPT to explain your API. They use Copilot to turn your examples into code. What started as human-to-human communication has evolved into a three-way conversation: human → documentation → AI → human.
This shift creates both opportunity and risk. Clear, well-structured docs help AI deliver accurate answers. Messy docs spread misinformation at scale.
In this talk, you’ll learn Contextual Density Mapping: the content writing practice of giving AI enough context to understand concept relationships while keeping content readable for humans. We’ll cover practical techniques including the Context Sandwich (layering information for different audiences), Explicit Relationship Mapping (making connections crystal clear), Progressive Context Disclosure (from general to specific), and Contextual Anchoring (connecting new concepts to established ones).
World Congress 2026 Europe
Emil Sorensen
kapa.ai
CEO and Co-founder
Luca Bianchi
MESA
CTIO
Krzysztof Cieślak
GitHub Next
Staff Research Engineer
Lucía Conde-Moreno
Info Support
Software Engineer
Tessel Haagen
Info Support
Consultant Data AI