diff --git a/vllm/core/scheduler.py b/vllm/core/scheduler.py
index af4671ec29be9..102a0ebf9cdd6 100644
--- a/vllm/core/scheduler.py
+++ b/vllm/core/scheduler.py
@@ -1148,15 +1148,23 @@ def _schedule_chunked_prefill(self) -> SchedulerOutputs:
         # Update swapped requests.
         self.swapped.extend(running_scheduled.swapped_out)
         # Put prefills first due to Attention backend ordering assumption.
+        scheduled_seq_groups = (prefills.seq_groups +
+                                running_scheduled.prefill_seq_groups +
+                                swapped_in.prefill_seq_groups +
+                                running_scheduled.decode_seq_groups +
+                                swapped_in.decode_seq_groups)
+        num_prefill_groups = (len(prefills.seq_groups) +
+                              len(swapped_in.prefill_seq_groups) +
+                              len(running_scheduled.prefill_seq_groups))
+        # If all prompts, then we set num_lookahead_slots to 0
+        # this alloows us to go through the `no_spec` path in
+        # `spec_decode_worker.py`
+        all_prefills = (len(scheduled_seq_groups) == num_prefill_groups)
+        num_lookahead_slots = (0 if all_prefills else
+                               running_scheduled.num_lookahead_slots)
         return SchedulerOutputs(
-            scheduled_seq_groups=(prefills.seq_groups +
-                                  running_scheduled.prefill_seq_groups +
-                                  swapped_in.prefill_seq_groups +
-                                  running_scheduled.decode_seq_groups +
-                                  swapped_in.decode_seq_groups),
-            num_prefill_groups=(len(prefills.seq_groups) +
-                                len(swapped_in.prefill_seq_groups) +
-                                len(running_scheduled.prefill_seq_groups)),
+            scheduled_seq_groups=scheduled_seq_groups,
+            num_prefill_groups=num_prefill_groups,
             num_batched_tokens=budget.num_batched_tokens,
             blocks_to_swap_in=swapped_in.blocks_to_swap_in,
             blocks_to_swap_out=running_scheduled.blocks_to_swap_out,
@@ -1164,7 +1172,7 @@ def _schedule_chunked_prefill(self) -> SchedulerOutputs:
             swapped_in.blocks_to_copy,
             ignored_seq_groups=prefills.ignored_seq_groups +
             swapped_in.infeasible_seq_groups,
-            num_lookahead_slots=running_scheduled.num_lookahead_slots,
+            num_lookahead_slots=num_lookahead_slots,
             running_queue_size=len(self.running),
             preempted=(len(running_scheduled.preempted) +
                        len(running_scheduled.swapped_out)),