diff --git a/crates/ml-alpha/build.rs b/crates/ml-alpha/build.rs
index 0637f171e..97cc31e82 100644
--- a/crates/ml-alpha/build.rs
+++ b/crates/ml-alpha/build.rs
@@ -153,10 +153,7 @@ fn main() {
         return;
     }
 
-    println!("cargo:rerun-if-env-changed=CUDA_COMPUTE_CAP");
     println!("cargo:rerun-if-env-changed=CUDA_HOME");
-    let cap = std::env::var("CUDA_COMPUTE_CAP").unwrap_or_else(|_| "80".to_string());
-    let arch = format!("sm_{cap}");
 
     let nvcc = match find_nvcc() {
         Some(p) => p,
@@ -175,22 +172,24 @@ fn main() {
             continue;
         }
         println!("cargo:rerun-if-changed={}", src.display());
-        let cubin = out.join(format!("{k}.cubin"));
-        compile(&nvcc, &src, &cubin, &arch);
+        let fatbin = out.join(format!("{k}.fatbin"));
+        compile(&nvcc, &src, &fatbin);
     }
 }
 
-fn compile(nvcc: &Path, src: &Path, cubin: &Path, arch: &str) {
+fn compile(nvcc: &Path, src: &Path, fatbin: &Path) {
     let status = Command::new(nvcc)
         .args([
-            "-cubin",
-            &format!("-arch={arch}"),
+            "-fatbin",
+            "-gencode", "arch=compute_86,code=sm_86",
+            "-gencode", "arch=compute_89,code=sm_89",
+            "-gencode", "arch=compute_90,code=sm_90",
             "-O3",
             "--use_fast_math",
             "--ftz=true",
             "--fmad=true",
             "-o",
-            cubin.to_str().unwrap(),
+            fatbin.to_str().unwrap(),
             src.to_str().unwrap(),
         ])
         .status()
@@ -203,9 +202,9 @@ fn compile(nvcc: &Path, src: &Path, cubin: &Path, arch: &str) {
         );
     }
     eprintln!(
-        "  ml-alpha: compiled {} -> {} ({arch})",
+        "  ml-alpha: compiled {} -> {} (sm_86+sm_89+sm_90)",
         src.display(),
-        cubin.display()
+        fatbin.display()
     );
 }
 
diff --git a/crates/ml-alpha/src/aux_heads.rs b/crates/ml-alpha/src/aux_heads.rs
index 9b802a067..2787d50be 100644
--- a/crates/ml-alpha/src/aux_heads.rs
+++ b/crates/ml-alpha/src/aux_heads.rs
@@ -74,9 +74,9 @@ use crate::cfc::AUX_HIDDEN;
 use crate::pinned_mem::MappedF32Buffer;
 
 const AUX_HEADS_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/aux_heads.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/aux_heads.fatbin"));
 const AUX_LOSS_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/aux_loss.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/aux_loss.fatbin"));
 
 /// Number of aux-horizon outputs per (direction, head). Matches the
 /// main BCE head's [`crate::heads::N_HORIZONS`] (= 3) by construction:
diff --git a/crates/ml-alpha/src/cfc/aux_trunk.rs b/crates/ml-alpha/src/cfc/aux_trunk.rs
index 349fd2831..61798c3d6 100644
--- a/crates/ml-alpha/src/cfc/aux_trunk.rs
+++ b/crates/ml-alpha/src/cfc/aux_trunk.rs
@@ -61,7 +61,7 @@ use rand_chacha::ChaCha8Rng;
 
 use crate::pinned_mem::MappedF32Buffer;
 
-const KERNEL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/aux_trunk.cubin"));
+const KERNEL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/aux_trunk.fatbin"));
 
 /// Aux trunk hidden dimension. Half the main trunk's HIDDEN_DIM=128.
 /// Kept constant (not configurable) so cubin compile-time `#define
@@ -126,7 +126,7 @@ pub struct AuxTrunk {
 
 impl AuxTrunk {
     /// Construct a fresh `AuxTrunk` with seeded Xavier + log-uniform τ
-    /// initialisation. Loads the `aux_trunk.cubin` and resolves the
+    /// initialisation. Loads the `aux_trunk.fatbin` and resolves the
     /// `aux_trunk_fwd` / `aux_trunk_bwd` function handles once.
     pub fn new(dev: &MlDevice, cfg: AuxTrunkConfig) -> Result<Self> {
         anyhow::ensure!(
diff --git a/crates/ml-alpha/src/cfc/bucket_routing.rs b/crates/ml-alpha/src/cfc/bucket_routing.rs
index c4eb7ef1b..97619c806 100644
--- a/crates/ml-alpha/src/cfc/bucket_routing.rs
+++ b/crates/ml-alpha/src/cfc/bucket_routing.rs
@@ -69,7 +69,7 @@ pub const BUCKET_DIM_K: [u32; N_HORIZONS] = [43, 43, 42];
 pub const BUCKET_CHANNEL_OFFSET: [u32; N_HORIZONS + 1] = [0, 43, 86, 128];
 
 const BUCKET_TRANSITION_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/bucket_transition_kernels.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/bucket_transition_kernels.fatbin"));
 
 /// Controller A state — warmup-completion detector. Per spec §3.1, tracks:
 ///   * first-observation `noise_floor` (host-local f32, set at t=1 from the
diff --git a/crates/ml-alpha/src/cfc/snap_features.rs b/crates/ml-alpha/src/cfc/snap_features.rs
index 468deddb6..055ba66c4 100644
--- a/crates/ml-alpha/src/cfc/snap_features.rs
+++ b/crates/ml-alpha/src/cfc/snap_features.rs
@@ -15,7 +15,7 @@ use ml_core::device::MlDevice;
 
 use crate::pinned_mem::MappedF32Buffer;
 
-const KERNEL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/snap_feature_assemble.cubin"));
+const KERNEL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/snap_feature_assemble.fatbin"));
 
 pub const ES_TICK_SIZE: f32 = 0.25;
 pub const FEATURE_DIM: usize = 40;
diff --git a/crates/ml-alpha/src/cfc/step.rs b/crates/ml-alpha/src/cfc/step.rs
index 53aeb8f38..5d2eb2f67 100644
--- a/crates/ml-alpha/src/cfc/step.rs
+++ b/crates/ml-alpha/src/cfc/step.rs
@@ -8,7 +8,7 @@ use ml_core::device::MlDevice;
 
 use crate::pinned_mem::MappedF32Buffer;
 
-const KERNEL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step.cubin"));
+const KERNEL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step.fatbin"));
 
 #[derive(Clone, Debug)]
 pub struct CfcWeights {
diff --git a/crates/ml-alpha/src/cfc/trunk.rs b/crates/ml-alpha/src/cfc/trunk.rs
index cf5a0fdcd..a49a42d03 100644
--- a/crates/ml-alpha/src/cfc/trunk.rs
+++ b/crates/ml-alpha/src/cfc/trunk.rs
@@ -72,20 +72,20 @@ struct Checkpoint {
     heads_w_skip: Vec<f32>, heads_b_skip: Vec<f32>,
 }
 
-const SNAP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/snap_feature_assemble.cubin"));
-const STEP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step.cubin"));
-const HEADS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/multi_horizon_heads.cubin"));
+const SNAP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/snap_feature_assemble.fatbin"));
+const STEP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step.fatbin"));
+const HEADS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/multi_horizon_heads.fatbin"));
 // X10: forward kernel cubins — loaded into the trunk so it owns
 // every kernel handle the forward chain needs. Trainer will read
 // these handles via `self.trunk.<fn>` in a subsequent commit (X10b).
-const LAYER_NORM_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/layer_norm.cubin"));
-const VARIABLE_SELECTION_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/variable_selection.cubin"));
-const ATTENTION_POOL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/attention_pool.cubin"));
+const LAYER_NORM_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/layer_norm.fatbin"));
+const VARIABLE_SELECTION_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/variable_selection.fatbin"));
+const ATTENTION_POOL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/attention_pool.fatbin"));
 // Per-horizon CfC Phase 2 dispatch (spec §5.4 points 1–2). Modules
 // stay alive on the trunk so the cached `CudaFunction` handles below
 // remain valid through the trainer's lifetime.
-const CFC_STEP_PER_BRANCH_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step_per_branch.cubin"));
-const HEADS_BLOCK_DIAGONAL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/heads_block_diagonal_fwd.cubin"));
+const CFC_STEP_PER_BRANCH_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step_per_branch.fatbin"));
+const HEADS_BLOCK_DIAGONAL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/heads_block_diagonal_fwd.fatbin"));
 
 #[derive(Clone, Debug)]
 pub struct CfcConfig {
diff --git a/crates/ml-alpha/src/heads.rs b/crates/ml-alpha/src/heads.rs
index db801bbf2..a642caa55 100644
--- a/crates/ml-alpha/src/heads.rs
+++ b/crates/ml-alpha/src/heads.rs
@@ -16,8 +16,8 @@ use ml_core::device::MlDevice;
 
 use crate::pinned_mem::MappedF32Buffer;
 
-const HEADS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/multi_horizon_heads.cubin"));
-const PROJ_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/projection.cubin"));
+const HEADS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/multi_horizon_heads.fatbin"));
+const PROJ_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/projection.fatbin"));
 
 pub const N_HORIZONS: usize = 3;
 pub const HORIZONS: [usize; N_HORIZONS] = [10, 100, 1000];
diff --git a/crates/ml-alpha/src/mamba2_block.rs b/crates/ml-alpha/src/mamba2_block.rs
index 6f4b85af7..adf6562ec 100644
--- a/crates/ml-alpha/src/mamba2_block.rs
+++ b/crates/ml-alpha/src/mamba2_block.rs
@@ -490,7 +490,7 @@ impl Mamba2Block {
         // ── Load the precompiled cubin and resolve kernel symbols. ────
         // The cubin is produced by `build.rs` at compile time; no nvrtc.
         static CUBIN: &[u8] =
-            include_bytes!(concat!(env!("OUT_DIR"), "/mamba2_alpha_kernel.cubin"));
+            include_bytes!(concat!(env!("OUT_DIR"), "/mamba2_alpha_kernel.fatbin"));
         let module = stream
             .context()
             .load_cubin(CUBIN.to_vec())
@@ -1962,11 +1962,11 @@ impl Mamba2AdamW {
         let s_b_out = alloc(block.w_out.bias.len(),   "w_out.bias")?;
 
         // Load grad-norm kernel handles (compiled by build.rs into a
-        // dedicated grad_norm.cubin) + the devscale AdamW variant
-        // (compiled into mamba2_alpha_kernel.cubin alongside the
+        // dedicated grad_norm.fatbin) + the devscale AdamW variant
+        // (compiled into mamba2_alpha_kernel.fatbin alongside the
         // host-scalar version).
         static GRAD_NORM_CUBIN: &[u8] =
-            include_bytes!(concat!(env!("OUT_DIR"), "/grad_norm.cubin"));
+            include_bytes!(concat!(env!("OUT_DIR"), "/grad_norm.fatbin"));
         let grad_norm_module = stream.context()
             .load_cubin(GRAD_NORM_CUBIN.to_vec())
             .map_err(|e| anyhow!("Mamba2AdamW: grad_norm cubin load: {e}"))?;
diff --git a/crates/ml-alpha/src/rl/dqn.rs b/crates/ml-alpha/src/rl/dqn.rs
index e94ea0306..b7f9d7d9d 100644
--- a/crates/ml-alpha/src/rl/dqn.rs
+++ b/crates/ml-alpha/src/rl/dqn.rs
@@ -55,15 +55,15 @@ use crate::rl::common::{N_ACTIONS, Q_N_ATOMS};
 
 const DQN_HEAD_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/dqn_distributional_q.cubin"
+    "/dqn_distributional_q.fatbin"
 ));
 const DQN_TARGET_SOFT_UPDATE_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/dqn_target_soft_update.cubin"
+    "/dqn_target_soft_update.fatbin"
 ));
 const BELLMAN_PROJ_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/bellman_target_projection.cubin"
+    "/bellman_target_projection.fatbin"
 ));
 
 /// Construction config for [`DqnHead`].
diff --git a/crates/ml-alpha/src/rl/frd.rs b/crates/ml-alpha/src/rl/frd.rs
index a5bef1aa0..69fa21092 100644
--- a/crates/ml-alpha/src/rl/frd.rs
+++ b/crates/ml-alpha/src/rl/frd.rs
@@ -57,13 +57,13 @@ use crate::heads::HIDDEN_DIM;
 use crate::rl::common::{FRD_HIDDEN_DIM, FRD_N_ATOMS, FRD_N_HORIZONS};
 use crate::trainer::integrated::write_slice_f32_d_pub;
 
-const FRD_FWD_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_fwd.cubin"));
+const FRD_FWD_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_fwd.fatbin"));
 const FRD_SOFTMAX_CE_GRAD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_softmax_ce_grad.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_softmax_ce_grad.fatbin"));
 const FRD_LAYER2_BWD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_layer2_bwd.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_layer2_bwd.fatbin"));
 const FRD_LAYER1_BWD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_layer1_bwd.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_layer1_bwd.fatbin"));
 
 /// Per-batch output width: `FRD_N_HORIZONS × FRD_N_ATOMS`. Each batch
 /// row contains 3 contiguous horizon blocks of 21 atom logits.
diff --git a/crates/ml-alpha/src/rl/iqn.rs b/crates/ml-alpha/src/rl/iqn.rs
index 56cded63a..40a8d1af2 100644
--- a/crates/ml-alpha/src/rl/iqn.rs
+++ b/crates/ml-alpha/src/rl/iqn.rs
@@ -80,15 +80,15 @@ const DEFAULT_N_TAU: usize = 32;
 
 const IQN_FWD_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/rl_iqn_forward.cubin"
+    "/rl_iqn_forward.fatbin"
 ));
 const IQN_LOSS_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/rl_iqn_loss.cubin"
+    "/rl_iqn_loss.fatbin"
 ));
 const IQN_BWD_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/rl_iqn_backward.cubin"
+    "/rl_iqn_backward.fatbin"
 ));
 
 /// Construction config for [`IqnHead`].
diff --git a/crates/ml-alpha/src/rl/noisy.rs b/crates/ml-alpha/src/rl/noisy.rs
index d965e36b3..db25f3299 100644
--- a/crates/ml-alpha/src/rl/noisy.rs
+++ b/crates/ml-alpha/src/rl/noisy.rs
@@ -53,16 +53,16 @@ use crate::pinned_mem::MappedF32Buffer;
 
 const SAMPLE_NOISE_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/rl_sample_noise.cubin"
+    "/rl_sample_noise.fatbin"
 ));
 
 const NOISY_FWD_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/rl_noisy_linear_forward.cubin"
+    "/rl_noisy_linear_forward.fatbin"
 ));
 const NOISY_BWD_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/rl_noisy_linear_backward.cubin"
+    "/rl_noisy_linear_backward.fatbin"
 ));
 
 /// Default σ_init when the ISV slot is sentinel-zero or not yet wired.
diff --git a/crates/ml-alpha/src/rl/outcome_head.rs b/crates/ml-alpha/src/rl/outcome_head.rs
index bb2dddc08..f15a043aa 100644
--- a/crates/ml-alpha/src/rl/outcome_head.rs
+++ b/crates/ml-alpha/src/rl/outcome_head.rs
@@ -57,13 +57,13 @@ impl OutcomeHead {
 
         // Load cubins and resolve kernel symbols.
         static CUBIN_FWD: &[u8] =
-            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_fwd.cubin"));
+            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_fwd.fatbin"));
         static CUBIN_CE: &[u8] =
-            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_ce.cubin"));
+            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_ce.fatbin"));
         static CUBIN_LABEL: &[u8] =
-            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_label.cubin"));
+            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_label.fatbin"));
         static CUBIN_BWD: &[u8] =
-            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_bwd.cubin"));
+            include_bytes!(concat!(env!("OUT_DIR"), "/rl_outcome_bwd.fatbin"));
 
         let module_fwd = stream
             .context()
diff --git a/crates/ml-alpha/src/rl/ppo.rs b/crates/ml-alpha/src/rl/ppo.rs
index b4e5363ce..f65ab7116 100644
--- a/crates/ml-alpha/src/rl/ppo.rs
+++ b/crates/ml-alpha/src/rl/ppo.rs
@@ -48,10 +48,10 @@ use crate::rl::common::N_ACTIONS;
 
 const PPO_SURR_CUBIN: &[u8] = include_bytes!(concat!(
     env!("OUT_DIR"),
-    "/ppo_clipped_surrogate.cubin"
+    "/ppo_clipped_surrogate.fatbin"
 ));
 const V_HEAD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/v_head_fwd_bwd.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/v_head_fwd_bwd.fatbin"));
 
 /// Construction config for [`PolicyHead`] and [`ValueHead`].
 #[derive(Clone, Debug)]
diff --git a/crates/ml-alpha/src/trainer/integrated.rs b/crates/ml-alpha/src/trainer/integrated.rs
index f51aa5fec..87847447e 100644
--- a/crates/ml-alpha/src/trainer/integrated.rs
+++ b/crates/ml-alpha/src/trainer/integrated.rs
@@ -105,11 +105,11 @@ use crate::trainer::perception::{PerceptionTrainer, PerceptionTrainerConfig};
 use crate::trainer::raw_launch::{RawArgs, raw_launch};
 
 const GRAD_H_ACCUMULATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/grad_h_accumulate.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/grad_h_accumulate.fatbin"));
 const REDUCE_AXIS0_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/reduce_axis0.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/reduce_axis0.fatbin"));
 const RL_LR_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_lr_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_lr_controller.fatbin"));
 
 // Phase R1: cubin includes for the 7 RL adaptive controllers
 // (γ / τ / ε / entropy_coef / n_rollout_steps / per_α / reward_scale).
@@ -119,52 +119,52 @@ const RL_LR_CONTROLLER_CUBIN: &[u8] =
 // every consumer kernel sees the canonical default in its ISV slot
 // before any in-loop access.
 const RL_GAMMA_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_gamma_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_gamma_controller.fatbin"));
 const RL_TARGET_TAU_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_target_tau_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_target_tau_controller.fatbin"));
 const RL_PPO_CLIP_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_ppo_clip_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_ppo_clip_controller.fatbin"));
 const RL_ENTROPY_COEF_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_entropy_coef_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_entropy_coef_controller.fatbin"));
 const RL_ROLLOUT_STEPS_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_rollout_steps_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_rollout_steps_controller.fatbin"));
 const RL_PER_ALPHA_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_alpha_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_alpha_controller.fatbin"));
 const RL_REWARD_SCALE_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_reward_scale_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_reward_scale_controller.fatbin"));
 
 // Phase R3: GPU-resident EMA + advantage/return kernels. Generic over
 // the ISV slot they update (one kernel serves multiple controller-input
 // EMAs). Replace the host-side EMA + advantage loops the flawed Phase F
 // shipped in step_with_lobsim (which violated `feedback_cpu_is_read_only`).
 const EMA_UPDATE_ON_DONE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/ema_update_on_done.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/ema_update_on_done.fatbin"));
 const EMA_UPDATE_PER_STEP_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/ema_update_per_step.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/ema_update_per_step.fatbin"));
 const COMPUTE_ADVANTAGE_RETURN_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/compute_advantage_return.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/compute_advantage_return.fatbin"));
 
 // Phase R4: GPU-resident action sampling kernels. Replace the host
 // Thompson + host argmax + host log-softmax loops the flawed Phase F
 // shipped in step_with_lobsim (which violated `feedback_cpu_is_read_only`).
 const RL_ACTION_KERNEL_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_action_kernel.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_action_kernel.fatbin"));
 const ARGMAX_EXPECTED_Q_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/argmax_expected_q.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/argmax_expected_q.fatbin"));
 const LOG_PI_AT_ACTION_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/log_pi_at_action.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/log_pi_at_action.fatbin"));
 
 // Phase R6: GPU-pure env interaction kernels. apply_reward_scale multiplies
 // rewards by ISV[406]; actions_to_market_targets translates the 9-action
 // grid to LobSim's market_targets[B*2] format on device.
 const APPLY_REWARD_SCALE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/apply_reward_scale.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/apply_reward_scale.fatbin"));
 // Adaptive reward-clamp controller — audit fix 2026-05-24. Consumes the
 // per-step positive-tail max written by apply_reward_scale into slot
 // 478 and emits adaptive WIN/LOSS bounds into slots 452/453. See the
 // kernel header for the design rationale (rmgm5 clamp-firing audit).
 const RL_REWARD_CLAMP_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_reward_clamp_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_reward_clamp_controller.fatbin"));
 // C51 atom-support updater — audit 2026-05-24 followup. Refreshes
 // `atom_supports_d` from the ISV V_MIN/V_MAX slots that the reward
 // clamp controller writes (with ratchet semantics). Launched right
@@ -172,7 +172,7 @@ const RL_REWARD_CLAMP_CONTROLLER_CUBIN: &[u8] =
 // just-updated V_MIN/V_MAX before any C51 forward / Bellman target
 // projection in the next step. 21-thread one-block kernel.
 const RL_ATOM_SUPPORT_UPDATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_atom_support_update.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_atom_support_update.fatbin"));
 // Q→π distillation gradient — audit 2026-05-24 vj5f6 followup. ADDS
 // λ × (π_new - π_target) to pi_grad_logits after the PPO surrogate
 // backward, where π_target = softmax(E_Q[s,*] / τ). Couples Q's
@@ -182,144 +182,144 @@ const RL_ATOM_SUPPORT_UPDATE_CUBIN: &[u8] =
 // E_C51 and E_IQN into a single ensemble Q vector via ISV α blend.
 // Feeds Q→π agreement diag and future ensemble-level selection.
 const RL_ENSEMBLE_ACTION_VALUE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_ensemble_action_value.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_ensemble_action_value.fatbin"));
 const RL_Q_PI_DISTILL_GRAD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_pi_distill_grad.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_pi_distill_grad.fatbin"));
 // λ_distill adaptive controller (rljzl followup 2026-05-24).
 // Drives λ via Schulman bounded step on KL_EMA toward target.
 const RL_Q_DISTILL_LAMBDA_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_distill_lambda_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_distill_lambda_controller.fatbin"));
 // SP20 P1+P5 — audit-wiring catch on TrailTighten/Loosen + foundational
 // per-unit trade state machine. Three kernels work together: state
 // machine on position transitions (open/close/reverse), trail mutation
 // from a7/a8 actions, trail breach check that overrides action to flat.
 const RL_UNIT_STATE_UPDATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_unit_state_update.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_unit_state_update.fatbin"));
 const RL_TRAIL_MUTATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_trail_mutate.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_trail_mutate.fatbin"));
 const RL_POSITION_HEAT_CHECK_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_position_heat_check.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_position_heat_check.fatbin"));
 const RL_CONFIDENCE_GATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_confidence_gate.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_confidence_gate.fatbin"));
 const RL_FRD_GATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_gate.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_frd_gate.fatbin"));
 const RL_GATE_THRESHOLD_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_gate_threshold_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_gate_threshold_controller.fatbin"));
 // Fused kernel: 10 RL ISV controllers in one launch — saves 9 kernel
 // launch overheads (~40-80μs/step). Replaces individual launches of
 // gamma, tau, ppo_clip, entropy_coef, rollout_steps, per_alpha,
 // reward_scale, ppo_ratio_clamp, gate_threshold, q_distill_lambda.
 const RL_FUSED_CONTROLLERS_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_fused_controllers.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_fused_controllers.fatbin"));
 const RL_ASYMMETRIC_TRAIL_DECAY_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_asymmetric_trail_decay.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_asymmetric_trail_decay.fatbin"));
 const RL_SESSION_RISK_CHECK_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_session_risk_check.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_session_risk_check.fatbin"));
 const RL_MIN_HOLD_CHECK_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_min_hold_check.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_min_hold_check.fatbin"));
 const RL_TRADE_CONTEXT_UPDATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_trade_context_update.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_trade_context_update.fatbin"));
 const RL_MULTIRES_FEATURES_UPDATE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_multires_features_update.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_multires_features_update.fatbin"));
 const RL_TRAIL_STOP_CHECK_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_trail_stop_check.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_trail_stop_check.fatbin"));
 const ACTIONS_TO_MARKET_TARGETS_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/actions_to_market_targets.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/actions_to_market_targets.fatbin"));
 // Device-resident step counter bump — ISV[548] += 1.0 each step.
 // Prerequisite for CUDA Graph capture: removes scalar current_step
 // from all downstream kernel argument lists.
 const RL_INCREMENT_STEP_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_increment_step.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_increment_step.fatbin"));
 const RL_SAMPLE_TAU_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_sample_tau.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_sample_tau.fatbin"));
 const RL_WRITE_U64_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_write_u64.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_write_u64.fatbin"));
 const RL_FUSED_REWARD_PIPELINE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_fused_reward_pipeline.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_fused_reward_pipeline.fatbin"));
 
 // P1.1 PopArt reward normalization (replaces apply_reward_scale).
 const RL_POPART_NORMALIZE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_popart_normalize.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_popart_normalize.fatbin"));
 const RL_POPART_V_CORRECT_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_popart_v_correct.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_popart_v_correct.fatbin"));
 // P1.2 Spectral normalization + decoupling.
 const RL_SPECTRAL_NORM_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_spectral_norm.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_spectral_norm.fatbin"));
 const RL_SPECTRAL_DECOUPLE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_spectral_decouple.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_spectral_decouple.fatbin"));
 // P2.1 Q-bias correction.
 const RL_Q_BIAS_CORRECTION_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_bias_correction.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_bias_correction.fatbin"));
 // P2.2 Per-branch LR scaling.
 const RL_PER_BRANCH_LR_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_branch_lr.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_branch_lr.fatbin"));
 
 // Element-wise in-place add: dst[i] += src[i]. Used by noisy
 // exploration to fold NoisyLinear output into ensemble_q_d before
 // action selection. Loaded from the same cubin that perception.rs
 // uses for aux→encoder gradient accumulation.
 const AUX_VEC_ADD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/aux_vec_add.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/aux_vec_add.fatbin"));
 
 // Phase R7a: element-wise abs-copy kernel for the |reward| signal
 // feeding ema_update_on_done's MEAN_ABS_PNL_EMA slot.
 const ABS_COPY_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/abs_copy.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/abs_copy.fatbin"));
 
 // Reduction kernels that derive scalar inputs for the controller-input
 // EMAs (variance ratio + kurtosis). entropy_observed reuses
 // ema_update_per_step's built-in mean reduce directly on entropy_d.
 const RL_VAR_OVER_ABS_MEAN_STREAMING_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_var_over_abs_mean_streaming.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_var_over_abs_mean_streaming.fatbin"));
 const RL_KURTOSIS_STREAMING_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_kurtosis_streaming.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_kurtosis_streaming.fatbin"));
 
 // Derivation kernels for the EMA inputs that need a new signal
 // computation (not just a reduction over an existing buffer):
 // per-batch KL approximation, Q weight-divergence L2 norm, and the
 // trade-duration step counter.
 const RL_KL_APPROX_B_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_kl_approx_b.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_kl_approx_b.fatbin"));
 const RL_L2_DIFF_NORM_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_l2_diff_norm.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_l2_diff_norm.fatbin"));
 const RL_L2_NORM_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_l2_norm.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_l2_norm.fatbin"));
 // audit — PPO ratio clamp controller (emits ISV[440]) + per-step
 // log-ratio max diagnostic kernel (writes ISV[441]).
 const RL_PPO_RATIO_CLAMP_CONTROLLER_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_ppo_ratio_clamp_controller.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_ppo_ratio_clamp_controller.fatbin"));
 const PPO_LOG_RATIO_ABS_MAX_B_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/ppo_log_ratio_abs_max_b.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/ppo_log_ratio_abs_max_b.fatbin"));
 const RL_STREAMING_CLAMP_INIT_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_streaming_clamp_init.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_streaming_clamp_init.fatbin"));
 const RL_ISV_WRITE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_isv_write.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_isv_write.fatbin"));
 const RL_Q_PI_AGREE_B_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_pi_agree_b.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_q_pi_agree_b.fatbin"));
 const RL_PI_ACTION_KERNEL_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_pi_action_kernel.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_pi_action_kernel.fatbin"));
 
 // GPU-resident PER kernels (T2/T3 → T4 wiring).
 const RL_PER_PUSH_RING_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_push_ring.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_push_ring.fatbin"));
 const RL_PER_PUSH_FLUSH_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_push_flush.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_push_flush.fatbin"));
 const RL_PER_SAMPLE_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_sample.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_sample.fatbin"));
 const RL_PER_UPDATE_PRIORITY_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_update_priority.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_update_priority.fatbin"));
 const RL_PER_TREE_REBUILD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_tree_rebuild.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_per_tree_rebuild.fatbin"));
 
 // Bidirectional HER kernels — track (mid-price ring + peak), backward
 // inject (synthetic push on done if peak >> actual), forward (evaluate
 // closed trades after lookahead window).
 const RL_HINDSIGHT_TRACK_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_hindsight_track.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_hindsight_track.fatbin"));
 const RL_HINDSIGHT_INJECT_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_hindsight_inject.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_hindsight_inject.fatbin"));
 const RL_HINDSIGHT_FORWARD_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_hindsight_forward.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_hindsight_forward.fatbin"));
 
 /// Per-head LR controller Wiener-α target. The controller kernel floors
 /// this at 0.4 per `pearl_wiener_alpha_floor_for_nonstationary` so the
diff --git a/crates/ml-alpha/src/trainer/loss.rs b/crates/ml-alpha/src/trainer/loss.rs
index 0e228c3a7..4e683f1b7 100644
--- a/crates/ml-alpha/src/trainer/loss.rs
+++ b/crates/ml-alpha/src/trainer/loss.rs
@@ -12,7 +12,7 @@ use ml_core::device::MlDevice;
 
 use crate::pinned_mem::MappedF32Buffer;
 
-const CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/bce_loss_multi_horizon.cubin"));
+const CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/bce_loss_multi_horizon.fatbin"));
 
 pub struct BceInput {
     pub probs: Vec<f32>,
diff --git a/crates/ml-alpha/src/trainer/optim.rs b/crates/ml-alpha/src/trainer/optim.rs
index e33860789..b47b3d1d6 100644
--- a/crates/ml-alpha/src/trainer/optim.rs
+++ b/crates/ml-alpha/src/trainer/optim.rs
@@ -16,7 +16,7 @@ use cudarc::driver::{CudaFunction, CudaModule, CudaSlice, CudaStream, DevicePtr,
 use ml_core::device::MlDevice;
 use crate::pinned_mem::MappedI32Buffer;
 
-const CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/adamw_step.cubin"));
+const CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/adamw_step.fatbin"));
 
 pub struct AdamW {
     stream: Arc<CudaStream>,
diff --git a/crates/ml-alpha/src/trainer/perception.rs b/crates/ml-alpha/src/trainer/perception.rs
index 9ae4a66cd..19dc6589d 100644
--- a/crates/ml-alpha/src/trainer/perception.rs
+++ b/crates/ml-alpha/src/trainer/perception.rs
@@ -63,20 +63,20 @@ use crate::mamba2_block::{
 use crate::pinned_mem::{MappedF32Buffer, MappedI32Buffer, MappedI64Buffer};
 use crate::trainer::optim::AdamW;
 
-const SNAP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/snap_feature_assemble.cubin"));
-const STEP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step.cubin"));
-const HEADS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/multi_horizon_heads.cubin"));
-const BCE_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/bce_loss_multi_horizon.cubin"));
-const HORIZON_LAMBDA_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/horizon_lambda.cubin"));
-const LAYER_NORM_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/layer_norm.cubin"));
-const VARIABLE_SELECTION_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/variable_selection.cubin"));
-const ATTENTION_POOL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/attention_pool.cubin"));
-const REDUCE_AXIS0_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/reduce_axis0.cubin"));
-const SMOOTHNESS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/output_smoothness.cubin"));
+const SNAP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/snap_feature_assemble.fatbin"));
+const STEP_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/cfc_step.fatbin"));
+const HEADS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/multi_horizon_heads.fatbin"));
+const BCE_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/bce_loss_multi_horizon.fatbin"));
+const HORIZON_LAMBDA_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/horizon_lambda.fatbin"));
+const LAYER_NORM_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/layer_norm.fatbin"));
+const VARIABLE_SELECTION_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/variable_selection.fatbin"));
+const ATTENTION_POOL_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/attention_pool.fatbin"));
+const REDUCE_AXIS0_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/reduce_axis0.fatbin"));
+const SMOOTHNESS_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/output_smoothness.fatbin"));
 const ENCODER_CONTEXT_BROADCAST_CUBIN: &[u8] =
-    include_bytes!(concat!(env!("OUT_DIR"), "/rl_encoder_context_broadcast.cubin"));
+    include_bytes!(concat!(env!("OUT_DIR"), "/rl_encoder_context_broadcast.fatbin"));
 const SMOOTHNESS_CONTROLLER_CUBIN: &[u8] = include_bytes!(
-    concat!(env!("OUT_DIR"), "/smoothness_lambda_controller.cubin")
+    concat!(env!("OUT_DIR"), "/smoothness_lambda_controller.fatbin")
 );
 /// Phase 1→2 transition kernels (Task 9 scope: tau_change_frobenius +
 /// slack_factor_apply; the full transition orchestration in
@@ -84,12 +84,12 @@ const SMOOTHNESS_CONTROLLER_CUBIN: &[u8] = include_bytes!(
 /// independently — this constant gives the trainer cached function
 /// handles for the per-step Controller A signal kernels).
 const BUCKET_TRANSITION_CUBIN: &[u8] = include_bytes!(
-    concat!(env!("OUT_DIR"), "/bucket_transition_kernels.cubin")
+    concat!(env!("OUT_DIR"), "/bucket_transition_kernels.fatbin")
 );
 /// SDD-3 Layer B5: element-wise `dst += src` for aux→encoder gradient
 /// accumulation when the asymmetric stop-grad is LIFTED.
 const AUX_VEC_ADD_CUBIN: &[u8] = include_bytes!(
-    concat!(env!("OUT_DIR"), "/aux_vec_add.cubin")
+    concat!(env!("OUT_DIR"), "/aux_vec_add.fatbin")
 );
 
 /// CB5 (SDD-3): clamp range for the BCE positive-class weight
@@ -1860,7 +1860,7 @@ impl PerceptionTrainer {
                 std::sync::Arc::new(buf)
             };
             let (gpu_log_tick_fn, gpu_log_module) = {
-                const GPU_LOG_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/gpu_log_ring.cubin"));
+                const GPU_LOG_CUBIN: &[u8] = include_bytes!(concat!(env!("OUT_DIR"), "/gpu_log_ring.fatbin"));
                 let module = ctx.load_cubin(GPU_LOG_CUBIN.to_vec())
                     .context("load gpu_log_ring cubin")?;
                 let f = module.load_function("gpu_log_tick").context("load gpu_log_tick")?;