diff --git a/README.md b/README.md
index 044c9cd954..f08ea94de5 100644
--- a/README.md
+++ b/README.md
@@ -104,7 +104,6 @@ TIMESTAMP=$(date +%Y%m%d_%H%M%S)
 
 # SFT experiment uses Llama-3.1-8B model
 COMMAND="uv pip install -e .; uv run ./examples/run_sft.py --config examples/configs/sft.yaml cluster.num_nodes=2 cluster.gpus_per_node=8 checkpointing.checkpoint_dir='results/sft_llama8b_2nodes' logger.wandb_enabled=True logger.wandb.name='sft-llama8b'" \
-RAY_DEDUP_LOGS=0 \
 UV_CACHE_DIR=YOUR_UV_CACHE_DIR \
 CONTAINER=YOUR_CONTAINER \
 MOUNTS="$PWD:$PWD" \
@@ -160,7 +159,6 @@ TIMESTAMP=$(date +%Y%m%d_%H%M%S)
 
 # grpo_math_8b uses Llama-3.1-8B-Instruct model
 COMMAND="uv pip install -e .; uv run ./examples/run_grpo_math.py --config examples/configs/grpo_math_8B.yaml cluster.num_nodes=2 checkpointing.checkpoint_dir='results/llama8b_2nodes' logger.wandb_enabled=True logger.wandb.name='grpo-llama8b_math'" \
-RAY_DEDUP_LOGS=0 \
 UV_CACHE_DIR=YOUR_UV_CACHE_DIR \
 CONTAINER=YOUR_CONTAINER \
 MOUNTS="$PWD:$PWD" \
diff --git a/docs/cluster.md b/docs/cluster.md
index d683de9ac2..c949b5eb77 100644
--- a/docs/cluster.md
+++ b/docs/cluster.md
@@ -15,7 +15,6 @@
 NUM_ACTOR_NODES=1  # Total nodes requested (head is colocated on ray-worker-0)
 
 COMMAND="uv pip install -e .; uv run ./examples/run_grpo_math.py" \
-RAY_DEDUP_LOGS=0 \
 CONTAINER=YOUR_CONTAINER \
 MOUNTS="$PWD:$PWD" \
 sbatch \
@@ -66,7 +65,6 @@ To run interactively, launch the same command as the [Batched Job Submission](#b
 # Run from the root of NeMo-Reinforcer repo
 NUM_ACTOR_NODES=1  # Total nodes requested (head is colocated on ray-worker-0)
 
-RAY_DEDUP_LOGS=0 \
 CONTAINER=YOUR_CONTAINER \
 MOUNTS="$PWD:$PWD" \
 sbatch \
diff --git a/nemo_reinforcer/utils/venvs.py b/nemo_reinforcer/utils/venvs.py
index 12b1002810..e1cae61e0f 100644
--- a/nemo_reinforcer/utils/venvs.py
+++ b/nemo_reinforcer/utils/venvs.py
@@ -15,6 +15,7 @@
 import subprocess
 import shlex
 import logging
+from functools import lru_cache
 
 dir_path = os.path.dirname(os.path.abspath(__file__))
 git_root = os.path.abspath(os.path.join(dir_path, "../.."))
@@ -23,12 +24,16 @@
 logger = logging.getLogger(__name__)
 
 
+@lru_cache(maxsize=None)
 def create_local_venv(py_executable: str, venv_name: str) -> str:
     """Create a virtual environment using uv and execute a command within it.
 
     The output can be used as a py_executable for a Ray worker assuming the worker
     nodes also have access to the same file system as the head node.
 
+    This function is cached to avoid multiple calls to uv to create the same venv,
+    which avoids duplicate logging.
+
     Args:
         py_executable (str): Command to run with the virtual environment (e.g., "uv.sh run --locked")
         venv_name (str): Name of the virtual environment (e.g., "foobar.Worker")
diff --git a/tests/functional/grpo.sh b/tests/functional/grpo.sh
index faaed1903c..497a240d84 100755
--- a/tests/functional/grpo.sh
+++ b/tests/functional/grpo.sh
@@ -10,7 +10,6 @@ set -eou pipefail
 LOG_DIR=$SCRIPT_DIR/$(basename $0 .sh)-logs
 JSON_METRICS=$LOG_DIR/$(basename $0 .sh).json
 RUN_LOG=$LOG_DIR/$(basename $0 .sh).log
-export RAY_DEDUP_LOGS=0
 export UV_CACHE_DIR=${UV_CACHE_DIR:-$PROJECT_ROOT/uv_cache}
 export PYTHONPATH=${PROJECT_ROOT}:${PYTHONPATH:-}
 
diff --git a/tests/functional/sft.sh b/tests/functional/sft.sh
index 82d263c9da..c2989a4808 100755
--- a/tests/functional/sft.sh
+++ b/tests/functional/sft.sh
@@ -10,7 +10,6 @@ set -eou pipefail
 LOG_DIR=$SCRIPT_DIR/$(basename $0 .sh)-logs
 JSON_METRICS=$LOG_DIR/$(basename $0 .sh).json
 RUN_LOG=$LOG_DIR/$(basename $0 .sh).log
-export RAY_DEDUP_LOGS=0
 export UV_CACHE_DIR=${UV_CACHE_DIR:-$PROJECT_ROOT/uv_cache}
 export PYTHONPATH=${PROJECT_ROOT}:${PYTHONPATH:-}
 
diff --git a/tests/run_unit.sh b/tests/run_unit.sh
index f51ff49ff6..093583faf9 100755
--- a/tests/run_unit.sh
+++ b/tests/run_unit.sh
@@ -29,7 +29,6 @@ if ! ray status &>/dev/null; then
 fi
 
 export PYTHONPATH=$(realpath ${SCRIPT_DIR}/..):${PYTHONPATH:-}
-export RAY_DEDUP_LOGS=0
 
 # Run unit tests
 echo "Running unit tests..."