diff --git a/common/speculative.cpp b/common/speculative.cpp
index 9f8384abb1..edeffe2d8e 100644
--- a/common/speculative.cpp
+++ b/common/speculative.cpp
@@ -387,9 +387,10 @@ llama_token mtp_speculative_gen_draft(
         /*.logits = */      logits_data
     };
 
-    llama_build_and_execute_mtp_graph(ctx, batch, id_last, n_past, last_tok_idx);
+    return llama_build_and_execute_mtp_graph(ctx, batch, id_last, n_past, last_tok_idx);
     //LOG_INF("updating kv cache for n_past: %d\n", n_past);
 
+    /*
     if (!smpl) {
         return -1;
     }
@@ -405,6 +406,7 @@ llama_token mtp_speculative_gen_draft(
         const llama_token id = cur_p->data[0].id;
         return id;
     }
+    */
     // LOG_INF("cur_p->size: %d\n", cur_p->size);
 
 
diff --git a/include/llama.h b/include/llama.h
index 1de8a963cc..015c777763 100644
--- a/include/llama.h
+++ b/include/llama.h
@@ -1454,7 +1454,7 @@ extern "C" {
             ggml_opt_epoch_callback   callback_train,
             ggml_opt_epoch_callback   callback_eval);
 
-    LLAMA_API void llama_build_and_execute_mtp_graph(struct llama_context * ctx,
+    LLAMA_API llama_token llama_build_and_execute_mtp_graph(struct llama_context * ctx,
         const llama_batch batch_inp, llama_token last_token_id, int32_t n_past, int32_t last_tok_idx);
 
 #ifdef __cplusplus
diff --git a/src/llama-context.cpp b/src/llama-context.cpp
index 62d7898b5f..1f04b72145 100644
--- a/src/llama-context.cpp
+++ b/src/llama-context.cpp
@@ -2995,7 +2995,7 @@ void llama_opt_epoch(
         callback_eval);
 }
 
-void llama_build_and_execute_mtp_graph(struct llama_context * ctx,
+llama_token llama_build_and_execute_mtp_graph(struct llama_context * ctx,
     const llama_batch batch_inp, llama_token last_token_id, int32_t n_past, int32_t last_tok_idx) {
 
     const auto * model = llama_get_model(ctx);
@@ -3044,13 +3044,29 @@ void llama_build_and_execute_mtp_graph(struct llama_context * ctx,
 
     ggml_backend_sched_graph_compute(sched, gf); // execute the graph
 
-    struct ggml_tensor * logits_mtp = res_mtp->get_logits();;
+    //struct ggml_tensor * logits_mtp = res_mtp->get_logits();
+
     //LLAMA_LOG_INFO("logits_mtp pointer address: %p\n", (void*)logits_mtp);
 
-    if (logits_mtp) {
-        ctx->set_logits_ith(logits_mtp, sched, last_tok_idx);
-    }
+    //if (logits_mtp) {
+    //    ctx->set_logits_ith(logits_mtp, sched, last_tok_idx);
+    //}
+    struct ggml_tensor * token_id_tensor = ggml_get_tensor(res_mtp->get_ctx(), "mtp_argmax_result");
+
+
+    llama_token token_id = 0; // The C++ variable to hold the result.
+
+    // ggml_backend_tensor_get is the function for GPU->CPU copies.
+    // We are copying a single 32-bit integer.
+    ggml_backend_tensor_get(
+        token_id_tensor,
+        &token_id,                // Pointer to our C++ variable
+        0,                        // Starting offset in bytes
+        sizeof(llama_token)       // Number of bytes to copy
+    );
 
     ggml_backend_sched_free(sched);
+
+    return token_id;
 }
 
diff --git a/src/llama-model.cpp b/src/llama-model.cpp
index 04743e01f3..f9921e4b6d 100644
--- a/src/llama-model.cpp
+++ b/src/llama-model.cpp
@@ -14100,6 +14100,10 @@ struct llm_build_glm4_moe_mtp : public llm_graph_context {
         res->t_logits = cur;
 
         ggml_build_forward_expand(gf, res->t_logits);
+
+        struct ggml_tensor * token_id_tensor = ggml_argmax(ctx0, cur);
+        ggml_set_name(token_id_tensor, "mtp_argmax_result");
+        ggml_build_forward_expand(gf, token_id_tensor);
     }
 };