diff --git a/.claude/skills/map-efficient/SKILL.md b/.claude/skills/map-efficient/SKILL.md
index 9331d20..b986b52 100644
--- a/.claude/skills/map-efficient/SKILL.md
+++ b/.claude/skills/map-efficient/SKILL.md
@@ -480,16 +480,15 @@ Set final status from verifier and gates:
 
 ```bash
 RUN_HEALTH_STATUS="${RUN_HEALTH_STATUS:?set from final decision}"
-python3 .map/scripts/map_step_runner.py write_run_health_report \
-  map-efficient \
-  "$RUN_HEALTH_STATUS"
+python3 .map/scripts/map_step_runner.py write_run_health_report map-efficient "$RUN_HEALTH_STATUS"
+python3 .map/scripts/map_step_runner.py write_learning_handoff map-efficient "" "$RUN_HEALTH_STATUS" "Run /map-learn to preserve patterns, then /map-review" ""
 ```
 
-This writes `.map/<branch>/run_health_report.json`, updates `run_health`, and gives reviewers a machine-readable terminal snapshot.
+This writes `run_health_report.json` (machine-readable run snapshot) plus `learning-handoff.md`/`.json`, so a later zero-argument `/map-learn` auto-loads this run instead of reconstructing it from memory.
 
 ## Step 4: Summary
 
-Report completed subtasks, files changed, checks run, final status, remaining issues, and next command (`/map-review` or the owning fix workflow).
+Report completed subtasks, files changed, checks run, final status, remaining issues, and next command (`/map-review`, the owning fix workflow, or optional `/map-learn` to preserve patterns).
 
 ## Examples
 
diff --git a/src/mapify_cli/templates/skills/map-efficient/SKILL.md b/src/mapify_cli/templates/skills/map-efficient/SKILL.md
index 9331d20..b986b52 100644
--- a/src/mapify_cli/templates/skills/map-efficient/SKILL.md
+++ b/src/mapify_cli/templates/skills/map-efficient/SKILL.md
@@ -480,16 +480,15 @@ Set final status from verifier and gates:
 
 ```bash
 RUN_HEALTH_STATUS="${RUN_HEALTH_STATUS:?set from final decision}"
-python3 .map/scripts/map_step_runner.py write_run_health_report \
-  map-efficient \
-  "$RUN_HEALTH_STATUS"
+python3 .map/scripts/map_step_runner.py write_run_health_report map-efficient "$RUN_HEALTH_STATUS"
+python3 .map/scripts/map_step_runner.py write_learning_handoff map-efficient "" "$RUN_HEALTH_STATUS" "Run /map-learn to preserve patterns, then /map-review" ""
 ```
 
-This writes `.map/<branch>/run_health_report.json`, updates `run_health`, and gives reviewers a machine-readable terminal snapshot.
+This writes `run_health_report.json` (machine-readable run snapshot) plus `learning-handoff.md`/`.json`, so a later zero-argument `/map-learn` auto-loads this run instead of reconstructing it from memory.
 
 ## Step 4: Summary
 
-Report completed subtasks, files changed, checks run, final status, remaining issues, and next command (`/map-review` or the owning fix workflow).
+Report completed subtasks, files changed, checks run, final status, remaining issues, and next command (`/map-review`, the owning fix workflow, or optional `/map-learn` to preserve patterns).
 
 ## Examples
 
diff --git a/tests/test_skills.py b/tests/test_skills.py
index 30fbecb..44856a0 100644
--- a/tests/test_skills.py
+++ b/tests/test_skills.py
@@ -1161,14 +1161,20 @@ def test_closeout_prompts_write_run_health_report(
         content = skill_md.read_text(encoding="utf-8")
 
         assert "write_run_health_report" in content
-        expected_invocation = f'''write_run_health_report \\
-  {skill_name} \\
-  "$RUN_HEALTH_STATUS"'''
-        assert expected_invocation in content
-        hardcoded_complete = f"""write_run_health_report \\
-  {skill_name} \\
-  complete"""
-        assert hardcoded_complete not in content
+        # Accept both single-line and backslash-continued invocations (map-efficient
+        # is line-budget-gated and uses the compact single-line form), but still
+        # require the status variable rather than a hardcoded literal in either form.
+        token_gap = r"\s+\\?\s*"
+        assert re.search(
+            "write_run_health_report" + token_gap + re.escape(skill_name)
+            + token_gap + r'"\$RUN_HEALTH_STATUS"',
+            content,
+        ), f"{skill_name} must invoke write_run_health_report with $RUN_HEALTH_STATUS"
+        assert not re.search(
+            "write_run_health_report" + token_gap + re.escape(skill_name)
+            + token_gap + r"""["']?(?:complete|pending|blocked|won't_do|superseded)\b""",
+            content,
+        ), f"{skill_name} must not hardcode a literal status into write_run_health_report"
         assert "run_health_report.json" in content
         assert "run_health" in content
         assert "RUN_HEALTH_STATUS" in content