diff --git a/nodes.py b/nodes.py
index 84411a4..b69cbc6 100644
--- a/nodes.py
+++ b/nodes.py
@@ -2517,6 +2517,8 @@ class WanVideoSampler:
 
             phantom_latents = image_embeds.get("phantom_latents", None)
             phantom_cfg_scale = image_embeds.get("phantom_cfg_scale", None)
+            if not isinstance(phantom_cfg_scale, list):
+                phantom_cfg_scale = [phantom_cfg_scale] * (steps +1)
             phantom_start_percent = image_embeds.get("phantom_start_percent", 0.0)
             phantom_end_percent = image_embeds.get("phantom_end_percent", 1.0)
             if phantom_latents is not None:
@@ -2962,7 +2964,7 @@ class WanVideoSampler:
                     )
                     noise_pred_uncond = noise_pred_uncond[0].to(intermediate_device)
                     #phantom
-                    if use_phantom:
+                    if use_phantom and not math.isclose(phantom_cfg_scale[idx], 1.0):
                         noise_pred_phantom, teacache_state_phantom = transformer(
                         [z_phantom_img], context=negative_embeds, clip_fea=clip_fea_neg if clip_fea_neg is not None else clip_fea,
                         y=[image_cond_input] if image_cond_input is not None else None, 
@@ -2973,7 +2975,7 @@ class WanVideoSampler:
                     )
                         noise_pred_phantom = noise_pred_phantom[0].to(intermediate_device)
                         
-                        noise_pred = noise_pred_uncond + phantom_cfg_scale * (noise_pred_phantom - noise_pred_uncond) + cfg_scale * (noise_pred_cond - noise_pred_phantom)
+                        noise_pred = noise_pred_uncond + phantom_cfg_scale[idx] * (noise_pred_phantom - noise_pred_uncond) + cfg_scale * (noise_pred_cond - noise_pred_phantom)
                         return noise_pred, [teacache_state_cond, teacache_state_uncond, teacache_state_phantom]
                     #fantasytalking
                     if fantasytalking_embeds is not None: