diff --git a/qwen3_6_scripts/patch_ops.sh b/qwen3_6_scripts/patch_ops.sh
index ac27d488..7604c881 100755
--- a/qwen3_6_scripts/patch_ops.sh
+++ b/qwen3_6_scripts/patch_ops.sh
@@ -246,12 +246,14 @@ if source != installed:
     raise SystemExit("runtime api_server overlay identity mismatch")
 PY
 
-build_stage "compiling CoreX MoE index+combine kernel"
+build_stage "compiling CoreX CUDA extensions (moe_index_combine + gdn_chunk_recurrent)"
 if [[ -x /usr/local/corex-3.2.3/bin/clang++ ]]; then
     bash ./build_corex_moe_index_combine.sh "${VLLM_ROOT}" || \
         echo "[WARN] moe_index_combine build failed — will use PyTorch fallback"
+    bash ./build_corex_gdn_chunk_recurrent.sh "${VLLM_ROOT}" || \
+        echo "[WARN] gdn_chunk_recurrent build failed — will use Python fallback"
 else
-    echo "[WARN] corex clang++ not found — skipping moe_index_combine build"
+    echo "[WARN] corex clang++ not found — skipping extension builds"
 fi
 
 build_stage "compiling submission Python sources"
diff --git a/qwen3_6_scripts/qwen3_5.py b/qwen3_6_scripts/qwen3_5.py
index 121076fd..93f634c6 100644
--- a/qwen3_6_scripts/qwen3_5.py
+++ b/qwen3_6_scripts/qwen3_5.py
@@ -148,6 +148,13 @@ try:
 except ImportError:
     _corex_moe_index_combine = None
 
+try:
+    from vllm import corex_gdn_chunk_recurrent as _corex_gdn_chunk_recurrent
+except ImportError:
+    _corex_gdn_chunk_recurrent = None
+
+_HAS_COREX_GDN_CHUNK = _corex_gdn_chunk_recurrent is not None
+
 from vllm.model_executor.models.interfaces import (HasInnerState, SupportsLoRA,
                                                    SupportsMultiModal)
 
@@ -1105,9 +1112,14 @@ class GatedDeltaNet(nn.Module):
                     seq_len, _DNN_CHUNK_SIZE,
                     seq_capture_offsets | seq_segment_offsets)
                 sc_start = 0
+                _chunk_fn = (
+                    _corex_gdn_chunk_recurrent.torch_chunk_gated_delta_rule
+                    if _HAS_COREX_GDN_CHUNK
+                    else _torch_chunk_gated_delta_rule
+                )
                 with bi100_timer(f"L{self.layer_idx}.gdn.prefill"):
                     for sc_end in segment_ends:
-                        c_out, cur_state = _torch_chunk_gated_delta_rule(
+                        c_out, cur_state = _chunk_fn(
                             q[:, sc_start:sc_end],
                             k[:, sc_start:sc_end],
                             v[:, sc_start:sc_end],