refactor(skills): fold optimize into autotune and test-fix into test, stop questions in autonomous runs

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

tests/test_optimize.py

@@ -1,4 +1,4 @@
-"""The self-improving skills must share the optimize objective."""
+"""The self-improving skills must share the objective held by autotune."""
 
 from __future__ import annotations
 
@@ -7,13 +7,13 @@ from pathlib import Path
 
 REPO_ROOT = Path(__file__).resolve().parents[1]
 SKILLS = REPO_ROOT / "skills"
-ROUTERS = ("autotune", "autoskill", "confidence")
+ROUTERS = ("autoskill", "confidence")
 
 
 class TestOptimizeObjective(unittest.TestCase):
-    def test_skill_names_the_three_axes(self):
-        text = (SKILLS / "optimize" / "SKILL.md").read_text(encoding="utf-8")
-        self.assertIn("name: optimize", text)
+    def test_autotune_names_the_three_axes(self):
+        text = (SKILLS / "autotune" / "SKILL.md").read_text(encoding="utf-8")
+        self.assertIn("## Objective", text)
         for axis in ("**Tokens**", "**Time**", "**Quality**"):
             self.assertIn(axis, text)
 
@@ -21,7 +21,9 @@ class TestOptimizeObjective(unittest.TestCase):
         for skill in ROUTERS:
             text = (SKILLS / skill / "SKILL.md").read_text(encoding="utf-8")
             self.assertIn(
-                "`optimize` skill", text, f"{skill} does not route to optimize"
+                "`autotune` skill's **Objective**",
+                text,
+                f"{skill} does not route to the autotune objective",
             )