diff --git a/litellm/router_strategy/adaptive_router/adaptive_router.py b/litellm/router_strategy/adaptive_router/adaptive_router.py
index 8ab4a72d518..3bccef36e68 100644
--- a/litellm/router_strategy/adaptive_router/adaptive_router.py
+++ b/litellm/router_strategy/adaptive_router/adaptive_router.py
@@ -27,9 +27,6 @@ from litellm._logging import verbose_router_logger
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
     get_last_user_message,
 )
-from litellm.proxy.db.db_transaction_queue.adaptive_router_update_queue import (
-    AdaptiveRouterUpdateQueue,
-)
 from litellm.router_strategy.adaptive_router.bandit import (
     BanditCell,
     apply_delta,
@@ -43,18 +40,21 @@ from litellm.router_strategy.adaptive_router.config import (
     MIN_QUALITY_TIER_METADATA_KEY,
     OWNER_CACHE_TTL_SECONDS,
 )
-
-# Sweep session-state cache when it exceeds this many live entries. Expired
-# entries are dropped in bulk; amortizes to O(1) per insert.
-_SESSION_STATE_SWEEP_THRESHOLD: int = 1024
-# Same pattern for the owner cache.
-_OWNER_CACHE_SWEEP_THRESHOLD: int = 1024
 from litellm.router_strategy.adaptive_router.signals import (
     SessionState,
     SignalDelta,
     Turn,
     apply_turn,
 )
+from litellm.router_strategy.adaptive_router.update_queue import (
+    AdaptiveRouterUpdateQueue,
+)
+
+# Sweep session-state cache when it exceeds this many live entries. Expired
+# entries are dropped in bulk; amortizes to O(1) per insert.
+_SESSION_STATE_SWEEP_THRESHOLD: int = 1024
+# Same pattern for the owner cache.
+_OWNER_CACHE_SWEEP_THRESHOLD: int = 1024
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.router import (
     AdaptiveRouterConfig,
diff --git a/litellm/router_strategy/adaptive_router/config.py b/litellm/router_strategy/adaptive_router/config.py
index b49d7cdf6d2..e72826cc056 100644
--- a/litellm/router_strategy/adaptive_router/config.py
+++ b/litellm/router_strategy/adaptive_router/config.py
@@ -39,7 +39,6 @@ SIGNAL_GATE_MIN_MESSAGES: int = 4
 # Detector thresholds (from Plano/Chen 2026 paper).
 MISALIGNMENT_JACCARD_THRESHOLD: float = 0.45
 STAGNATION_JACCARD_NEAR_DUP: float = 0.50
-STAGNATION_JACCARD_EXACT: float = 0.85
 LOOP_REPEAT_THRESHOLD: int = 3
 TOOL_CALL_HISTORY_MAX: int = 20
 
diff --git a/litellm/proxy/db/db_transaction_queue/adaptive_router_update_queue.py b/litellm/router_strategy/adaptive_router/update_queue.py
similarity index 98%
rename from litellm/proxy/db/db_transaction_queue/adaptive_router_update_queue.py
rename to litellm/router_strategy/adaptive_router/update_queue.py
index c76ca16aa35..b667f3a53a7 100644
--- a/litellm/proxy/db/db_transaction_queue/adaptive_router_update_queue.py
+++ b/litellm/router_strategy/adaptive_router/update_queue.py
@@ -21,7 +21,7 @@ from __future__ import annotations
 import asyncio
 from typing import Any, Dict, Tuple
 
-from litellm._logging import verbose_proxy_logger
+from litellm._logging import verbose_router_logger
 
 StateKey = Tuple[str, str, str]  # (router_name, request_type, model_name)
 SessionKey = Tuple[str, str, str]  # (session_id, router_name, model_name)
@@ -139,7 +139,7 @@ class AdaptiveRouterUpdateQueue:
                     },
                 )
             except Exception as e:
-                verbose_proxy_logger.exception(
+                verbose_router_logger.exception(
                     "AdaptiveRouterUpdateQueue: failed to flush state for %s: %s",
                     key,
                     e,
@@ -193,7 +193,7 @@ class AdaptiveRouterUpdateQueue:
                     },
                 )
             except Exception as e:
-                verbose_proxy_logger.exception(
+                verbose_router_logger.exception(
                     "AdaptiveRouterUpdateQueue: failed to flush session for %s: %s",
                     key,
                     e,
diff --git a/tests/test_litellm/proxy/db/db_transaction_queue/test_adaptive_router_update_queue.py b/tests/test_litellm/router_strategy/adaptive_router/test_update_queue.py
similarity index 98%
rename from tests/test_litellm/proxy/db/db_transaction_queue/test_adaptive_router_update_queue.py
rename to tests/test_litellm/router_strategy/adaptive_router/test_update_queue.py
index 6ac8e84337e..9baa69a19e0 100644
--- a/tests/test_litellm/proxy/db/db_transaction_queue/test_adaptive_router_update_queue.py
+++ b/tests/test_litellm/router_strategy/adaptive_router/test_update_queue.py
@@ -3,7 +3,7 @@ from unittest.mock import AsyncMock, MagicMock
 
 import pytest
 
-from litellm.proxy.db.db_transaction_queue.adaptive_router_update_queue import (
+from litellm.router_strategy.adaptive_router.update_queue import (
     AdaptiveRouterUpdateQueue,
 )