diff --git a/scripts/cache_aware_proxy.py b/scripts/cache_aware_proxy.py
index 89e0591..1dead20 100644
--- a/scripts/cache_aware_proxy.py
+++ b/scripts/cache_aware_proxy.py
@@ -521,13 +521,8 @@ async def _handle_combined(api, req_data, token_ids, input_length, session_id, h
     def _push_allowed(cache_hit: int) -> bool:
         if _current_offloads() >= SETTINGS.max_offload_inflight:
             return False
-        push_new = max(0, input_length - cache_hit)
-        if push_new < SETTINGS.heavy_threshold:
+        if input_length < SETTINGS.heavy_threshold:
             return False
-        if SETTINGS.cache_gate_ratio > 0:
-            cache_ratio = cache_hit / max(input_length, 1)
-            if cache_ratio < SETTINGS.cache_gate_ratio:
-                return False
         return True
 
     def _instance_cost(i: int) -> tuple[float, bool]: