diff --git a/examples/behavior_1k/aggregate.slurm b/examples/behavior_1k/aggregate.slurm
index 22c65a51a..241a09a9d 100644
--- a/examples/behavior_1k/aggregate.slurm
+++ b/examples/behavior_1k/aggregate.slurm
@@ -2,19 +2,23 @@
 #SBATCH -J b1k-aggregate
 #SBATCH -p hopper-cpu
 #SBATCH --qos=high
-#SBATCH -c 2              # More CPUs won't help much (I/O bound)
-#SBATCH -t 20:00:00       # Conservative: 5.2x pattern suggests ~13h, so 12h is tight but reasonable
-#SBATCH --mem=8G          # Peak will be ~5-6GB, 8G gives comfortable margin
-#SBATCH -o logs/aggregate-50-%j.out
-#SBATCH -e logs/aggregate-50-%j.err
+#SBATCH -c 2
+#SBATCH -t 20:00:00
+#SBATCH --mem=8G
+#SBATCH -D /admin/home/francesco_capuano/lerobot
+#SBATCH -o /admin/home/francesco_capuano/lerobot/examples/behavior_1k/logs/aggregate-50-%j.out
+#SBATCH -e /admin/home/francesco_capuano/lerobot/examples/behavior_1k/logs/aggregate-50-%j.err
 
 set -euo pipefail
-export OMP_NUM_THREADS=${SLURM_CPUS_PER_TASK:-1}
+set -x
 export PYTHONUNBUFFERED=1
+export OMP_NUM_THREADS=${SLURM_CPUS_PER_TASK:-1}
 
-source "$HOME/.bashrc"
+source "$HOME/.bashrc" 2>/dev/null || true
+if ! command -v conda >/dev/null 2>&1; then
+  source "$HOME/miniconda3/etc/profile.d/conda.sh" 2>/dev/null || true
+  source "$HOME/anaconda3/etc/profile.d/conda.sh" 2>/dev/null || true
+fi
 conda activate lerobot
 
-cd /admin/home/francesco_capuano/lerobot
-
 python examples/behavior_1k/aggregate_tasks_datasets.py
diff --git a/examples/behavior_1k/convert.slurm b/examples/behavior_1k/convert.slurm
index 0a04ed287..3931c9e9f 100644
--- a/examples/behavior_1k/convert.slurm
+++ b/examples/behavior_1k/convert.slurm
@@ -15,8 +15,8 @@ set -x
 export PYTHONUNBUFFERED=1
 export OMP_NUM_THREADS=${SLURM_CPUS_PER_TASK:-1}  # avoid BLAS oversubscription
 
-DATA_PATH="/fsx/francesco_capuano/.cache/behavior-1k/2025-challenge-demos"
-BASE_OUT="/fsx/francesco_capuano/behavior1k"
+DATA_PATH="/fsx/francesco_capuano/behavior1k-2025-v21"
+BASE_OUT="/fsx/francesco_capuano/behavior1k-v3"
 mkdir -p "$BASE_OUT" logs
 
 i="${SLURM_ARRAY_TASK_ID}"