01

Why it matters

A generated skill may work once and fail when the input, user, or dependency changes. That usually means hidden assumptions were never turned into explicit instructions.

02

What needs verification

A project shared on X connects creation, optimization, and review. These stages expose implicit knowledge, remove conflicts, test failure paths, and inspect permissions and dependencies. Open source makes inspection possible; it does not make the result automatically safe.

03

A practical way to test

Build a small test pack with normal, incomplete, and boundary-pushing inputs. Record changes and compatibility for every version. Reproducibility, comparison, and rollback are better signs of a durable skill than an impressive first demo.