diff --git a/crates/burn-jit/src/fusion/on_write/trace/executor.rs b/crates/burn-jit/src/fusion/on_write/trace/executor.rs
index 55c1c39912..9b1d719068 100644
--- a/crates/burn-jit/src/fusion/on_write/trace/executor.rs
+++ b/crates/burn-jit/src/fusion/on_write/trace/executor.rs
@@ -16,6 +16,7 @@ use crate::{
     BoolElement, JitRuntime,
 };
 
+/// Execute a [plan](LaunchPlan) using a [runner](TraceRunner) modifying the [context](Context).
 pub struct LaunchPlanExecutor<'a, R: JitRuntime> {
     scalars: &'a BTreeMap<ElemwisePrecision, u32>,
     reshapes: &'a Vec<Reshape>,
@@ -84,6 +85,7 @@ impl<'a, R: JitRuntime> LaunchPlanExecutor<'a, R> {
         Runner::run(runner, client, inputs, outputs, &config)
             .map_err(|err| (err, plan.handle_inputs, plan.handle_outputs))
     }
+
     fn register_inputs<'h>(
         &self,
         context: &mut Context<'_, JitFusionHandle<R>>,
@@ -146,6 +148,7 @@ impl<'a, R: JitRuntime> LaunchPlanExecutor<'a, R> {
             }
         }
 
+        // Reshape values are pushed in reverse in the same scalar buffer for all `u32`
         for relative in self.reshapes.iter().rev() {
             let global = context.tensors.get(&relative.reshaped).unwrap();
 
diff --git a/crates/burn-jit/src/fusion/on_write/trace/inputs.rs b/crates/burn-jit/src/fusion/on_write/trace/inputs.rs
index 0ae74c708d..54791ec225 100644
--- a/crates/burn-jit/src/fusion/on_write/trace/inputs.rs
+++ b/crates/burn-jit/src/fusion/on_write/trace/inputs.rs
@@ -9,6 +9,8 @@ use std::marker::PhantomData;
 
 use super::{HandleInput, LaunchPlan, PotentialInplace, RegisteredTensors};
 
+/// Fetch and register [input handles](HandleInput) and itendify potential inputs that
+/// can be used inplace.
 pub struct InputsPlanner<'a, R: JitRuntime> {
     inputs: &'a RegisteredTensors,
     inputs_unhandled: &'a Vec<TensorId>,
diff --git a/crates/burn-jit/src/fusion/on_write/trace/outputs.rs b/crates/burn-jit/src/fusion/on_write/trace/outputs.rs
index bb84558091..66624142fb 100644
--- a/crates/burn-jit/src/fusion/on_write/trace/outputs.rs
+++ b/crates/burn-jit/src/fusion/on_write/trace/outputs.rs
@@ -16,6 +16,9 @@ use super::{
 };
 use std::collections::BTreeMap;
 
+/// Create or reuse handles for the outputs.
+///
+/// It is also responsable to select the reference tensor.
 pub struct OutputsPlanner<'a, R: JitRuntime> {
     inputs: &'a RegisteredTensors,
     reshapes: &'a Vec<Reshape>,
diff --git a/crates/burn-jit/src/fusion/on_write/trace/plan.rs b/crates/burn-jit/src/fusion/on_write/trace/plan.rs
index 896b8d7f51..2fc68ba2be 100644
--- a/crates/burn-jit/src/fusion/on_write/trace/plan.rs
+++ b/crates/burn-jit/src/fusion/on_write/trace/plan.rs
@@ -9,6 +9,8 @@ use crate::{
 };
 use burn_tensor::repr::{TensorDescription, TensorId};
 
+/// The plan is responsable to keep runtime information related to the launch of a fused kernel
+/// at one place.
 #[derive(Debug)]
 pub(crate) struct LaunchPlan<'a, R: JitRuntime> {
     pub potential_inplaces: Vec<PotentialInplace<'a>>,