diff --git a/docs/plans/2026-03-03-bf16-training.md b/docs/plans/2026-03-03-bf16-training.md
index 38d30defd..06f8611b5 100644
--- a/docs/plans/2026-03-03-bf16-training.md
+++ b/docs/plans/2026-03-03-bf16-training.md
@@ -128,8 +128,7 @@ Change `DType::F32` → `training_dtype(&device)` (or `training_dtype(device)` i
 - `crates/ml/src/dqn/quantile_regression.rs:90`
 - `crates/ml/src/dqn/curiosity.rs:38`
 - `crates/ml/src/dqn/factored_q_network.rs:72`
-- `crates/ml/src/dqn/rainbow_agent.rs:41,45`
-- `crates/ml/src/dqn/rainbow_agent_impl.rs:69,72`
+- `crates/ml/src/dqn/rainbow_agent.rs:69,72`
 - `crates/ml/src/dqn/rainbow_network.rs:429,450`
 
 **Pattern for each site:**