diff --git a/unsloth/models/rl.py b/unsloth/models/rl.py
index 9788207c99..803153e608 100644
--- a/unsloth/models/rl.py
+++ b/unsloth/models/rl.py
@@ -1090,6 +1090,26 @@ def _patch_trl_rl_trainers(trainer_file = "grpo_trainer"):
         align_logprobs_with_mask_code = align_logprobs_with_mask_code,
     )
 
+    if RLTrainer_name == "GRPOTrainer":
+        new_options = """torch_compile_options = {
+            "epilogue_fusion"   : True,
+            "max_autotune"      : False,
+            "shape_padding"     : True,
+            "trace.enabled"     : False,
+            #"combo_kernels"     : torch.cuda.get_device_capability()[0] >= 10,
+            "triton.enable_persistent_tma_matmul": torch.cuda.get_device_capability()[0] >= 9,
+            "cuda.cutlass_epilogue_fusion_enabled": torch.cuda.get_device_capability()[0] >= 9, 
+            "cuda.cutlass_tma_only": torch.cuda.get_device_capability()[0] >= 9, 
+            "cuda.compile_opt_level"              : "-O2",
+            "cuda.enable_cuda_lto"                : True,
+        }"""
+
+        pattern = r"torch_compile_options\s*=\s*\{[^}]*\}"
+
+        RLTrainer_source = re.sub(
+            pattern, new_options, RLTrainer_source, flags = re.DOTALL
+        )
+
     if RLTrainer_name == "SFTTrainer":
         original_text = 'self._signature_columns = ["input_ids", "attention_mask", "completion_mask"]'
         new_text = 'self._signature_columns = ["input_ids", "attention_mask", "completion_mask","labels"]'