Discover new experience of web development.
Four AI agent incidents in two months and no way to tell which are related. The not-knowing is structural — and it is why you must instrument your own edge.
The platforms are shipping the agent web. We shipped ours in May and have been measuring reads since August - here is what a crawler dashboard will miss.
AI agents coordinate whether you build them a way to or not. What twelve of them on one codebase revealed about multi-agent coordination and agent alignment.
185 entities in the database behind Google's knowledge graph carry my company's name, and every one is a bark beetle. I audited what that actually does to search and AI answers — and found the real problem somewhere else entirely.
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