diff --git a/crates/ml-alpha/src/trainer/integrated.rs b/crates/ml-alpha/src/trainer/integrated.rs
index 74724f12a..9b8cedcf3 100644
--- a/crates/ml-alpha/src/trainer/integrated.rs
+++ b/crates/ml-alpha/src/trainer/integrated.rs
@@ -2768,8 +2768,8 @@ impl IntegratedTrainer {
                 (crate::rl::isv_slots::RL_TARGET_TAU_MAX_INDEX,        0.005),
                 (crate::rl::isv_slots::RL_HOLD_PRIOR_INDEX,           0.1),
                 (crate::rl::isv_slots::RL_HOLD_TARGET_FRAC_INDEX,     0.5),
-                (crate::rl::isv_slots::RL_KL_REF_BETA_INDEX,         0.003),
-                (crate::rl::isv_slots::RL_REWARD_KL_BETA_INDEX,      0.005),
+                (crate::rl::isv_slots::RL_KL_REF_BETA_INDEX,         0.0005),
+                (crate::rl::isv_slots::RL_REWARD_KL_BETA_INDEX,      0.001),
                 (crate::rl::isv_slots::RL_KL_REF_TARGET_INDEX,       0.5),
                 (crate::rl::isv_slots::RL_EPS_BOOTSTRAP_INDEX,          0.2),
                 (crate::rl::isv_slots::RL_ROLLOUT_BOOTSTRAP_INDEX,      2048.0),