Tobias Wrenfeld

JSON schemas enforce extraction contracts that survive site redesigns.

MCP servers need strong schema design and infrastructure to keep agents from hallucinating data.

AI crawlers now ignore the honor system that made robots.txt work for search engines.

Systematic failure patterns in production agents can be named, tracked, and fixed.