diff --git a/config/training/dqn-production.toml b/config/training/dqn-production.toml
index 4b16c5df4..4f3eccf83 100644
--- a/config/training/dqn-production.toml
+++ b/config/training/dqn-production.toml
@@ -1,23 +1,34 @@
-# DQN Production Training Profile
+# DQN Production Training Profile — H100 80GB
 # Full Rainbow DQN: branching + distributional + dueling + double + PER + noisy nets + CQL
+#
+# Mixed-precision (NVIDIA AMP pattern):
+# - f32 master weights, Adam moments, gradients, loss accumulators
+# - bf16 shadow copies for cuBLAS GemmEx tensor core GEMM
+# - Cosine LR decay: 1e-4 → 1e-5 over 100 epochs
 
 [training]
 epochs = 100
 batch_size = 1024
 learning_rate = 0.0001
 gamma = 0.99
-warmup_steps = 0
-gradient_clip_norm = 10.0
 weight_decay = 0.0001
-max_steps_per_epoch = 2000
+adam_epsilon = 1e-8
+warmup_steps = 0
 hidden_dim_base = 256
-reward_scale = 10.0
+max_steps_per_epoch = 2000
+reward_scale = 1.0
+huber_delta = 1.0
+lr_decay_type = 2
+lr_min = 0.00001
+
+[distributional]
+num_atoms = 51
 
 [exploration]
 epsilon_start = 1.0
 epsilon_end = 0.01
 epsilon_decay = 0.995
-noisy_sigma_init = 0.5
+noisy_sigma_init = 0.3
 entropy_coefficient = 0.001
 count_bonus_coefficient = 0.1
 q_gap_threshold = 0.05
@@ -28,42 +39,10 @@ min_replay_size = 1000
 per_alpha = 0.6
 per_beta_start = 0.4
 
-[distributional]
-num_atoms = 51
-
-[branching]
-branch_0_size = 9
-branch_1_size = 3
-branch_2_size = 3
-
-[advanced]
-noisy_sigma_init = 0.5
-cql_alpha = 0.1
-gradient_accumulation_steps = 1
-n_steps = 3
-tau = 0.005
-c51_warmup_epochs = 5
-her_ratio = 0.2
-iqn_lambda = 0.25
-spectral_norm_sigma_max = 3.0
-gradient_clip_norm = 10.0
-
-[risk]
-enable_kelly_sizing = true
-kelly_fractional = 0.5
-kelly_max_fraction = 0.25
-enable_action_masking = true
-max_position_absolute = 2.0
-enable_circuit_breaker = true
-loss_aversion = 1.5
-q_clip_min = -200.0
-q_clip_max = 200.0
-
 [early_stopping]
 enabled = true
 patience = 20
-min_epochs_before_stopping = 10
-min_loss_improvement_pct = 0.1
+min_epochs_before_stopping = 50
 
 [experience]
 initial_capital = 100000.0
@@ -77,12 +56,23 @@ limit_fill_max = 0.80
 spread_cost_frac = 0.50
 spread_capture_frac = 0.50
 
-[reward]
-w_dsr = 1.0
-w_pnl = 0.3
-w_dd = 1.0
-w_idle = 0.01
-dd_threshold = 0.01
+[risk]
+max_position = 2.0
 loss_aversion = 1.5
-time_decay_rate = 0.0005
-q_gap_threshold = 0.1               # trade only with conviction — hyperopt searches [0.0, 0.5]
+q_clip_min = -50.0
+q_clip_max = 50.0
+
+[advanced]
+n_steps = 3
+tau = 0.005
+c51_warmup_epochs = 5
+her_ratio = 0.2
+cql_alpha = 0.1
+curiosity_weight = 0.1
+iqn_lambda = 0.25
+spectral_norm_sigma_max = 1.5
+gradient_clip_norm = 1.0
+
+[reward]
+loss_aversion = 1.5
+q_gap_threshold = 0.1