添加优化算子的限制

humanize/skills/humanize-kernel-agent-loop/SKILL.md

@@ -132,6 +132,15 @@ Optimization-only checklist:
   path, config/dispatcher branch, and existing test/benchmark.
 - Preserve the public API unless the user explicitly asks for a breaking
   change.
+- Do not add a new public API for an existing-operator optimization task.
+- Do not create unrelated operator files or new operator families.
+- Do not modify unrelated operator families.
+- Prefer edits scoped to the target operator's kernel source, launcher,
+  necessary dispatcher/config entries, focused tests, and benchmark coverage.
+- Run install, correctness, benchmark, profiling, and tuning directly in the
+  selected execution environment; do not detour through a new-operator
+  integration flow unless the existing test/benchmark surface cannot cover the
+  target.
 - Keep edits scoped to the operator family, binding, tests, benchmark, and
   tuning table needed for the target task.
 - Record rejected lineages when an optimization regresses or only helps a