diff --git a/bayeux/_src/mcmc/blackjax.py b/bayeux/_src/mcmc/blackjax.py
index 9faa219..add24fe 100644
--- a/bayeux/_src/mcmc/blackjax.py
+++ b/bayeux/_src/mcmc/blackjax.py
@@ -202,13 +202,16 @@ def _blackjax_inference(
   # return from `run_inference_algorithm` changes from
   # `_, states, infos` to `_, (states, infos)`. This one weird
   # trick handles both cases.
-  _, *states_and_infos = blackjax.util.run_inference_algorithm(
+  ret = blackjax.util.run_inference_algorithm(
       rng_key=seed,
       inference_algorithm=inference_algorithm,
       num_steps=num_draws,
       progress_bar=False,
       **{_INFERENCE_KWARG: adapt_state})
-  return states_and_infos
+  if len(ret) == 2:  # For newer blackjax versions (1.2.4+)
+    return ret[1]
+  else:  # Delete this once blackjax 1.2.4 is stable
+    return ret[1:]
 
 
 def _blackjax_inference_loop(