opt query

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

@@ -213,8 +213,10 @@ evidence.
    threshold.
 3. Inspect the existing wrapper, binding, kernel, config table, tests, and
    benchmarks.
-4. Query `lightop-kernel-knowledge` when local source or upstream ROCm evidence
-   can shape the implementation route.
+4. Before the first optimization edit, it is recommended to query
+   `lightop-kernel-knowledge` for local LightOp patterns, ROCm/DCU upstream
+   evidence, Hygon/DCU source references, and portable ideas from the bundled
+   corpus. Use this whenever it can shape the first implementation route.
 5. Write a concise research digest in the loop state before the first serious
    implementation lineage.