Looking at consumer task examples — organizing files, reviewing email, scheduling — templates make agents useful quickly. Enterprises need something stronger.
The direction I’m exploring is knowledge-derived execution: what to do is inferred from structured enterprise knowledge, then mapped to available agents and tools under supervision. Templates remain useful; they are not the ceiling.
Originally published on LinkedIn Articles by Gengfeng Liu. Site copy is a public methodology summary for indexing on aiforgepilot.com; full LinkedIn text can replace this page when exported.