Every AI Tool Encodes a Cognitive Mode

TL;DR The friction you feel using the wrong AI tool isn't a prompting problem — every tool encodes a worldview about how work flows, and fighting that worldview produces worse results regardless of prompt quality. An ambient assistant thinks in cross-system context (email, calendar, CRM); a coding agent thinks in execution environments; a spec-first IDE enforces deliberate upfront thinking — three tools, three incompatible models of what work means. Mediocre output from the wrong tool looks l...