diff --git a/dreamer4/dreamer4.py b/dreamer4/dreamer4.py
index 41809cd..d2265e3 100644
--- a/dreamer4/dreamer4.py
+++ b/dreamer4/dreamer4.py
@@ -1972,7 +1972,8 @@ class DynamicsWorldModel(Module):
         seed = None,
         agent_index = 0,
         step_size = 4,
-        max_timesteps = 16
+        max_timesteps = 16,
+        use_time_kv_cache = True
     ):
         assert exists(self.video_tokenizer)
 
@@ -1990,22 +1991,34 @@ class DynamicsWorldModel(Module):
         values = None
         latents = None
 
+        # maybe time kv cache
+
+        time_kv_cache = None
+
         for _ in range(max_timesteps):
 
             latents = self.video_tokenizer(video, return_latents = True)
 
-            _, (agent_embed, _) = self.forward(
+            _, (agent_embed, next_time_kv_cache) = self.forward(
                 latents = latents,
                 signal_levels = self.max_steps - 1,
                 step_sizes = step_size,
                 rewards = rewards,
                 discrete_actions = discrete_actions,
                 continuous_actions = continuous_actions,
+                time_kv_cache = time_kv_cache,
                 latent_is_noised = True,
                 return_pred_only = True,
                 return_intermediates = True
             )
 
+            # time kv cache
+
+            if use_time_kv_cache:
+                time_kv_cache = next_time_kv_cache
+
+            # get one agent
+
             one_agent_embed = agent_embed[..., -1:, agent_index, :]
 
             policy_embed = self.policy_head(one_agent_embed)
diff --git a/pyproject.toml b/pyproject.toml
index 8483df6..a72e080 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "dreamer4"
-version = "0.0.61"
+version = "0.0.62"
 description = "Dreamer 4"
 authors = [
     { name = "Phil Wang", email = "lucidrains@gmail.com" }