Add native HA integration and dashboard

tests/test_future_core.py

@@ -7,6 +7,7 @@ from app.core.handoff import HandoffMatrix
 from app.core.models import (
     BehaviorPatternV2,
     ControlProfile,
+    Decision,
     EntityState,
     HandoffMode,
     LearningProfile,
@@ -91,3 +92,64 @@ def test_handoff_matrix_detects_conflict_and_rollback() -> None:
     rolled_back = matrix.rollback(controlled)
     assert rolled_back.handoff_mode is HandoffMode.ROLLBACK
     assert rolled_back.paused_automation_ids == []
+
+
+def test_event_core_executes_allowed_active_decision(tmp_path: Path) -> None:
+    stores = FutureStores(tmp_path)
+    stores.save_runtime(
+        RuntimeState(
+            entities={
+                "light.storage": EntityState(
+                    entity_id="light.storage",
+                    domain="light",
+                    state="off",
+                )
+            }
+        )
+    )
+    stores.save_learning(
+        LearningState(
+            profiles={
+                "light.storage": LearningProfile(
+                    actuator_entity_id="light.storage",
+                    patterns=[
+                        BehaviorPatternV2(
+                            actuator_entity_id="light.storage",
+                            target_state="on",
+                            trigger_entity_id="binary_sensor.storage_door",
+                            trigger_state="on",
+                            support=3,
+                            confidence=0.95,
+                        )
+                    ],
+                )
+            }
+        )
+    )
+    stores.save_control(
+        stores.control().model_copy(
+            update={
+                "profiles": {
+                    "light.storage": ControlProfile(
+                        actuator_entity_id="light.storage",
+                        stage=SafetyStage.ACTIVE,
+                        min_confidence=0.8,
+                    )
+                }
+            }
+        )
+    )
+    calls: list[str] = []
+
+    def execute(decision: Decision) -> bool:
+        calls.append(decision.actuator_entity_id)
+        return True
+
+    audit = EventCore(stores).process_state_event(
+        StateEvent(entity_id="binary_sensor.storage_door", new_state="on"),
+        execute=execute,
+    )
+
+    decision = [item.decision for item in audit if item.decision is not None][0]
+    assert calls == ["light.storage"]
+    assert decision.executed is True