diff --git a/tools/seealso/resources.yml b/tools/seealso/resources.yml
index 65cdcd8ce..00fa38d8d 100644
--- a/tools/seealso/resources.yml
+++ b/tools/seealso/resources.yml
@@ -1201,7 +1201,7 @@ resources:
     title: "Lesson 19: The IPMC's job"
     type: lesson
     themes: [ipmc-oversight, governance]
-    topics: [ipmc-role, oversight, binding-vote, release-review, graduation-review, sign-off]
+    topics: [ipmc-role, oversight, voting, release-votes, graduation-readiness, sign-off]
     description: "Tutored lesson on where the IPMC's authority comes from, joining the IPMC and what
     the commitment is, reviewing a release and a graduation proposal, reports and sign-off, when to
     escalate, and what a binding vote commits you to."
@@ -1211,7 +1211,7 @@ resources:
     title: "Lesson 20: Vendor neutrality"
     type: lesson
     themes: [neutrality, governance]
-    topics: [vendor-neutrality, single-vendor-dominance, governance-health, escalation]
+    topics: [vendor-neutrality, independence, governance-risks, oversight]
     description: "Tutored lesson on what vendor neutrality is and why no count settles it, what is
     normal early in incubation, what neutrality does not require, the practices that support it, the
     issues that must be corrected, and how a concern gets raised."
@@ -1221,7 +1221,7 @@ resources:
     title: "Lesson 21: Edge cases and judgement calls"
     type: lesson
     themes: [ipmc-oversight, governance]
-    topics: [edge-cases, judgement, precedent, escalation, ip-clearance, scope]
+    topics: [practical-cases, decision-making, case-studies, oversight, licensing, scope-check]
     description: "Tutored lesson on why the Incubator reasons rather than adjudicates, how issues
     surface indirectly, the five structural edge cases in proposals and donations, using a past case
     without treating it as binding, how concerns escalate, and why recurrence is not failure."