diff --git a/.repo-classification.yaml b/.repo-classification.yaml
index 90a3e57..14b67c2 100644
--- a/.repo-classification.yaml
+++ b/.repo-classification.yaml
@@ -2,7 +2,7 @@ repo_classification:
   standard: Repo Classification Standard
   version: '1.0'
   classified_at: '2026-06-22'
-  classified_by: agent
+  classified_by: human
   category: product
   domain: infotech
   secondary_domains:
@@ -24,4 +24,4 @@ repo_classification:
   - coordination
   - operation
   - adaptation
-  notes: Capability development platform; standard §13.1 example.
+  notes: Capability development platform; standard §13.1 — human confirmed.