feat(p1): persist workflows and semantic learning artifacts

tests/unit/test_replay_memory.py

@@ -68,6 +68,10 @@ def test_memory_lookup_keeps_learned_visual_coords_with_window_capture(monkeypat
         target_spec={
             "by_text": "Enregistrer",
             "by_role": "yolo",
+            "context_hints": {
+                "expected_window_before": "*test – Bloc-notes",
+                "interaction": "toolbar_save_button",
+            },
             "window_capture": {
                 "click_relative": [860, 634],
                 "window_size": [1920, 1116],
@@ -81,6 +85,71 @@ def test_memory_lookup_keeps_learned_visual_coords_with_window_capture(monkeypat
     assert result["y_pct"] == 0.578125
 
 
+def test_memory_lookup_skips_window_transition_even_if_record_exists(monkeypatch):
+    fp = SimpleNamespace(
+        bbox=(0.5, 0.8, 0.0, 0.0),
+        etype="grounding_vlm",
+        confidence=0.85,
+    )
+    monkeypatch.setattr(replay_memory, "get_memory_store", lambda: _DummyStore(fp))
+
+    result = replay_memory.memory_lookup(
+        window_title="*test – Bloc-notes",
+        target_spec={
+            "by_text": "Enregistrer",
+            "by_role": "button",
+            "context_hints": {
+                "expected_window_before": "*test – Bloc-notes",
+                "expected_window_after": "Enregistrer sous",
+                "requires_window_transition": True,
+            },
+        },
+    )
+
+    assert result is None
+
+
+def test_memory_lookup_rejects_generic_button_without_context(monkeypatch):
+    fp = SimpleNamespace(
+        bbox=(0.5, 0.8, 0.0, 0.0),
+        etype="grounding_vlm",
+        confidence=0.85,
+    )
+    monkeypatch.setattr(replay_memory, "get_memory_store", lambda: _DummyStore(fp))
+
+    result = replay_memory.memory_lookup(
+        window_title="*test – Bloc-notes",
+        target_spec={"by_text": "Enregistrer", "by_role": "button"},
+    )
+
+    assert result is None
+
+
+def test_memory_lookup_allows_generic_button_with_context(monkeypatch):
+    fp = SimpleNamespace(
+        bbox=(0.5, 0.8, 0.0, 0.0),
+        etype="grounding_vlm",
+        confidence=0.85,
+    )
+    monkeypatch.setattr(replay_memory, "get_memory_store", lambda: _DummyStore(fp))
+
+    result = replay_memory.memory_lookup(
+        window_title="Enregistrer sous",
+        target_spec={
+            "by_text": "Enregistrer",
+            "by_role": "button",
+            "window_title": "Enregistrer sous",
+            "context_hints": {
+                "expected_window_before": "Enregistrer sous",
+                "interaction": "save_dialog_primary_button",
+            },
+        },
+    )
+
+    assert result is not None
+    assert result["method"] == "memory_grounding_vlm"
+
+
 def test_target_spec_hash_distinguishes_same_text_with_different_spatial_hints(tmp_path):
     store = TargetMemoryStore(base_path=str(tmp_path / "learning"))