2026.06.05· writing

Predictable Ambiguity Mogs Elicitation in AI Tool Calls

A reflection on whether AI tool calls really need elicitation for predictable ambiguity, or whether better tool design can handle cases like “Call John” before the tool ever has to pause and ask back.