diff --git a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/README.md b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/README.md
similarity index 95%
rename from training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/README.md
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/README.md
index 271b8552..e98270bf 100644
--- a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/README.md
+++ b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a3u/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/launch_script.sh b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/launch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/launch_script.sh
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/launch_script.sh
diff --git a/training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/sbatch_script.sh b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/sbatch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/sbatch_script.sh
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs1024/recipe/sbatch_script.sh
diff --git a/training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/README.md b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/README.md
similarity index 95%
rename from training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/README.md
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/README.md
index eef7244b..a145f7d2 100644
--- a/training/a3ultra/llama3-1-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe/README.md
+++ b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a3u/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS1024/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/launch_script.sh b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/launch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/launch_script.sh
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/launch_script.sh
diff --git a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/sbatch_script.sh b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/sbatch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/sbatch_script.sh
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs128/recipe/sbatch_script.sh
diff --git a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/README.md b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/README.md
similarity index 95%
rename from training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/README.md
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/README.md
index 58753ca2..5a0e20e1 100644
--- a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe/README.md
+++ b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a3u/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS128/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/launch_script.sh b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/launch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/launch_script.sh
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/launch_script.sh
diff --git a/training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/sbatch_script.sh b/training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/sbatch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-70b/megatron-bridge-pretraining-slurm/4node-FP8CS-GBS512/recipe/sbatch_script.sh
rename to training/a3ultra/llama3_70b/megatron-bridge-slurm/nemo2511/32gpus-fp8cs-seq8192-gbs512/recipe/sbatch_script.sh
diff --git a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/README.md b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/README.md
similarity index 95%
rename from training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/README.md
rename to training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/README.md
index ee14d40c..9c72e7bf 100644
--- a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/README.md
+++ b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a3u/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/launch_script.sh b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/launch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/launch_script.sh
rename to training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/launch_script.sh
diff --git a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/sbatch_script.sh b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/sbatch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/sbatch_script.sh
rename to training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs128/recipe/sbatch_script.sh
diff --git a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/README.md b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/README.md
similarity index 95%
rename from training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/README.md
rename to training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/README.md
index 0617a4cb..00ac230b 100644
--- a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/README.md
+++ b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a3u/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/launch_script.sh b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/launch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/launch_script.sh
rename to training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/launch_script.sh
diff --git a/training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/sbatch_script.sh b/training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/sbatch_script.sh
similarity index 100%
rename from training/a3ultra/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS256/recipe/sbatch_script.sh
rename to training/a3ultra/llama3_8b/megatron-bridge-slurm/nemo2511/16gpus-fp8cs-seq8192-gbs256/recipe/sbatch_script.sh
diff --git a/training/a4/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8CS-GBS1024/README.md b/training/a4/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8cs-gbs1024/recipe/README.md
similarity index 100%
rename from training/a4/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8CS-GBS1024/README.md
rename to training/a4/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8cs-gbs1024/recipe/README.md
diff --git a/training/a4/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8CS-GBS1024/submit.slurm b/training/a4/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8cs-gbs1024/recipe/submit.slurm
similarity index 100%
rename from training/a4/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8CS-GBS1024/submit.slurm
rename to training/a4/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8cs-gbs1024/recipe/submit.slurm
diff --git a/training/a4/llama3-1-70b/megatron-bridge-pretraining-slurm/8node-fp8-seq8192-gbs2048/README.md b/training/a4/llama3_70b/megatron-bridge-slurm/nemo2509/64gpus-fp8cs-seq8192-gbs2048/recipe/README.md
similarity index 100%
rename from training/a4/llama3-1-70b/megatron-bridge-pretraining-slurm/8node-fp8-seq8192-gbs2048/README.md
rename to training/a4/llama3_70b/megatron-bridge-slurm/nemo2509/64gpus-fp8cs-seq8192-gbs2048/recipe/README.md
diff --git a/training/a4/llama3-1-70b/megatron-bridge-pretraining-slurm/8node-fp8-seq8192-gbs2048/submit.slurm b/training/a4/llama3_70b/megatron-bridge-slurm/nemo2509/64gpus-fp8cs-seq8192-gbs2048/recipe/submit.slurm
similarity index 100%
rename from training/a4/llama3-1-70b/megatron-bridge-pretraining-slurm/8node-fp8-seq8192-gbs2048/submit.slurm
rename to training/a4/llama3_70b/megatron-bridge-slurm/nemo2509/64gpus-fp8cs-seq8192-gbs2048/recipe/submit.slurm
diff --git a/training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/README.md b/training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/README.md
similarity index 95%
rename from training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/README.md
rename to training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/README.md
index b7cab4bc..0115391f 100644
--- a/training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/README.md
+++ b/training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/README.md
@@ -64,7 +64,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/launch_script.sh b/training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/launch_script.sh
similarity index 100%
rename from training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/launch_script.sh
rename to training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/launch_script.sh
diff --git a/training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/sbatch_script.sh b/training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/sbatch_script.sh
similarity index 100%
rename from training/a4/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS4096/recipe/sbatch_script.sh
rename to training/a4/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs4096/recipe/sbatch_script.sh
diff --git a/training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8DS-GBS128/README.md b/training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8ds-gbs128/recipe/README.md
similarity index 100%
rename from training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8DS-GBS128/README.md
rename to training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8ds-gbs128/recipe/README.md
diff --git a/training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8DS-GBS128/submit.slurm b/training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8ds-gbs128/recipe/submit.slurm
similarity index 100%
rename from training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/16node-FP8DS-GBS128/submit.slurm
rename to training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/128gpus-fp8ds-gbs128/recipe/submit.slurm
diff --git a/training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/32node-FP8CS-GBS1024/README.md b/training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/256gpus-fp8cs-gbs1024/recipe/README.md
similarity index 100%
rename from training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/32node-FP8CS-GBS1024/README.md
rename to training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/256gpus-fp8cs-gbs1024/recipe/README.md
diff --git a/training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/32node-FP8CS-GBS1024/submit.slurm b/training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/256gpus-fp8cs-gbs1024/recipe/submit.slurm
similarity index 100%
rename from training/a4x/llama3-1-405b/megatron-bridge-pretraining-slurm/32node-FP8CS-GBS1024/submit.slurm
rename to training/a4x/llama31_405b/megatron-bridge-slurm/nemo2509/256gpus-fp8cs-gbs1024/recipe/submit.slurm
diff --git a/training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/README.md b/training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/README.md
similarity index 95%
rename from training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/README.md
rename to training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/README.md
index 1c1a5a0a..ff0be2d4 100644
--- a/training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/README.md
+++ b/training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/launch_script.sh b/training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/launch_script.sh
similarity index 100%
rename from training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/launch_script.sh
rename to training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/launch_script.sh
diff --git a/training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/sbatch_script.sh b/training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/sbatch_script.sh
similarity index 100%
rename from training/a4x/llama3-8b/megatron-bridge-pretraining-slurm/2node-FP8CS-GBS128/recipe/sbatch_script.sh
rename to training/a4x/llama3_8b/megatron-bridge-slurm/nemo2511/8gpus-fp8cs-seq8192-gbs128/recipe/sbatch_script.sh
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/README.md b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/README.md
similarity index 95%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/README.md
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/README.md
index e5f17662..26b68edc 100644
--- a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/README.md
+++ b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/README.md
@@ -61,7 +61,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/custom_setup_experiment.py b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/custom_setup_experiment.py
similarity index 100%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/custom_setup_experiment.py
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/custom_setup_experiment.py
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/launch_script.sh b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/launch_script.sh
similarity index 100%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/launch_script.sh
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/launch_script.sh
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/sbatch_script.sh b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/sbatch_script.sh
similarity index 100%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/sbatch_script.sh
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/128gpus-bf16-seq4096-gbs2048/recipe/sbatch_script.sh
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/README.md b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/README.md
similarity index 95%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/README.md
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/README.md
index d8c0972e..f82454d4 100644
--- a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/README.md
+++ b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/README.md
@@ -61,7 +61,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/custom_setup_experiment.py b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/custom_setup_experiment.py
similarity index 100%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/32node-BF16-GBS2048/recipe/custom_setup_experiment.py
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/custom_setup_experiment.py
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/launch_script.sh b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/launch_script.sh
similarity index 100%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/launch_script.sh
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/launch_script.sh
diff --git a/training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/sbatch_script.sh b/training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/sbatch_script.sh
similarity index 100%
rename from training/a4x/qwen3-235b-a22b/megatron-bridge-pretraining-slurm/16node-BF16-GBS1024/recipe/sbatch_script.sh
rename to training/a4x/qwen3_235b_a22b/megatron-bridge-slurm/nemo2511/64gpus-bf16-seq4096-gbs1024/recipe/sbatch_script.sh
diff --git a/training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/README.md b/training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/README.md
similarity index 95%
rename from training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/README.md
rename to training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/README.md
index bd687d83..39b60355 100644
--- a/training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/README.md
+++ b/training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/launch_script.sh b/training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/launch_script.sh
similarity index 100%
rename from training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/launch_script.sh
rename to training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/launch_script.sh
diff --git a/training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/sbatch_script.sh b/training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/sbatch_script.sh
similarity index 100%
rename from training/a4x/qwen3-30b/megatron-bridge-pretraining-slurm/2node-FP8MX-GBS1024/recipe/sbatch_script.sh
rename to training/a4x/qwen3_30b_a3b/megatron-bridge-slurm/nemo2511/8gpus-fp8mx-seq4096-gbs512/recipe/sbatch_script.sh
diff --git a/training/a4x/wan2-1-14b/nemo-pretraining-slurm/8node-BF16-GBS64/recipe/README.md b/training/a4x/wan_14b/nemo-slurm/nemo2511/32gpus-bf16-gbs64/recipe/README.md
similarity index 96%
rename from training/a4x/wan2-1-14b/nemo-pretraining-slurm/8node-BF16-GBS64/recipe/README.md
rename to training/a4x/wan_14b/nemo-slurm/nemo2511/32gpus-bf16-gbs64/recipe/README.md
index d33f13df..9ec90027 100644
--- a/training/a4x/wan2-1-14b/nemo-pretraining-slurm/8node-BF16-GBS64/recipe/README.md
+++ b/training/a4x/wan_14b/nemo-slurm/nemo2511/32gpus-bf16-gbs64/recipe/README.md
@@ -65,7 +65,7 @@ Clone the `gpu-recipes` repository and set a reference to the recipe folder.
 git clone https://github.com/ai-hypercomputer/gpu-recipes.git
 cd gpu-recipes
 export REPO_ROOT=`git rev-parse --show-toplevel`
-export RECIPE_ROOT=$REPO_ROOT/training/a4x/wan2-1-14b/nemo-pretraining-slurm/8node-BF16-GBS64/recipe
+export RECIPE_ROOT=$REPO_ROOT/training/a4x/wan_14b/nemo-slurm/nemo2511/32gpus-bf16-gbs64/recipe
 cd $RECIPE_ROOT
 ```
 
diff --git a/training/a4x/wan2-1-14b/nemo-pretraining-slurm/8node-BF16-GBS64/recipe/wan_14b_benchmark.sh b/training/a4x/wan_14b/nemo-slurm/nemo2511/32gpus-bf16-gbs64/recipe/wan_14b_benchmark.sh
similarity index 100%
rename from training/a4x/wan2-1-14b/nemo-pretraining-slurm/8node-BF16-GBS64/recipe/wan_14b_benchmark.sh
rename to training/a4x/wan_14b/nemo-slurm/nemo2511/32gpus-bf16-gbs64/recipe/wan_14b_benchmark.sh