diff --git a/pyproject.toml b/pyproject.toml
index 0508875..67b82ae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -80,7 +80,7 @@ rocm = [
     "torch==2.12.0+rocm7.1",
     "torchaudio==2.11.0+rocm7.1",
     "torchvision==0.27.0+rocm7.1",
-    "mpi4py==4.1.1",
+    "mpi4py==4.1.1+mpich.9.1.0",
 ]
 rocmwci = [
     "torch==2.10.0+rocm710",
diff --git a/scripts/install-tuolumne-torchpypi.sh b/scripts/install-tuolumne-torchpypi.sh
index 0b7c597..71de5df 100644
--- a/scripts/install-tuolumne-torchpypi.sh
+++ b/scripts/install-tuolumne-torchpypi.sh
@@ -1,5 +1,5 @@
-ml load python/3.13.2 && python3 -m venv .venvs/scaffoldvenv-tuo-pypi && source .venvs/scaffoldvenv-tuo-pypi/bin/activate && pip install --upgrade pip
+ml load python/3.11.5 && python3 -m venv .venvs/scaffoldvenv-tuo-pypi && source .venvs/scaffoldvenv-tuo-pypi/bin/activate && pip install --upgrade pip
 ml cce/21.0.1 cray-mpich/9.1.0 rocm/7.1.1 rccl/fast-env-slows-mpi
 pip install -e .[rocm] --find-links https://download.pytorch.org/whl/torch/ --find-links https://download.pytorch.org/whl/torchaudio/ --find-links https://download.pytorch.org/whl/torchvision/ --find-links https://download.pytorch.org/whl/triton-rocm/ 2>&1 | tee install.log
 # libmpi.so.12 does not exist => ls /opt/cray/pe/lib64/ | grep libmpi
-patchelf --replace-needed libmpi.so.12 libmpi_gnu.so.12 .venvs/scaffoldvenv-tuo-pypi/lib/python3.13/site-packages/mpi4py/MPI.mpich.cpython-313-x86_64-linux-gnu.so
+patchelf --replace-needed libmpi.so.12 libmpi_gnu.so.12 .venvs/scaffoldvenv-tuo-pypi/lib/python3.11/site-packages/mpi4py/MPI.cpython-311-x86_64-linux-gnu.so
diff --git a/scripts/install-tuolumne.sh b/scripts/install-tuolumne.sh
deleted file mode 100644
index 4b026f8..0000000
--- a/scripts/install-tuolumne.sh
+++ /dev/null
@@ -1,26 +0,0 @@
-ml load python/3.11.5 && python3 -m venv .venvs/scaffoldvenv-tuo && source .venvs/scaffoldvenv-tuo/bin/activate && pip install --upgrade pip
-ml cce/21.0.0 cray-mpich/9.1.0 rocm/7.1.1 rccl/fast-env-slows-mpi
-pip install -e .[rocmwci] 2>&1 | tee install.log
-# Needed until new wheel exists for torch using mpich 9.1.0
-TORCH_LIB_DIR=".venvs/scaffoldvenv-tuo/lib/python3.11/site-packages/torch/lib"
-OLD="libmpi_gnu_112.so.12"
-NEW="libmpi_gnu.so.12"
-cd "$TORCH_LIB_DIR" || exit 1
-# Patch every file that has OLD in its DT_NEEDED
-for f in *.so*; do
-  [ -f "$f" ] || continue
-
-  if patchelf --print-needed "$f" 2>/dev/null | grep -Fxq "$OLD"; then
-    echo "Patching $f"
-    patchelf --replace-needed "$OLD" "$NEW" "$f"
-  fi
-done
-echo
-echo "Verification (should show no $OLD):"
-for f in *.so*; do
-  [ -f "$f" ] || continue
-  if patchelf --print-needed "$f" 2>/dev/null | grep -Fxq "$OLD"; then
-    echo "STILL NEEDS $OLD -> $f"
-  fi
-done
-cd -
diff --git a/scripts/scaffold-tuolumne.job b/scripts/scaffold-tuolumne.job
deleted file mode 100644
index 1ae88b0..0000000
--- a/scripts/scaffold-tuolumne.job
+++ /dev/null
@@ -1,41 +0,0 @@
-#!/bin/bash
-
-# flux: --exclusive
-# flux: -N 1
-# flux: -g=1
-# flux: -t 60m
-# flux: -qpdebug
-# flux: -B flask
-
-ml cce/21.0.0 cray-mpich/9.1.0 rocm/7.1.1 rccl/fast-env-slows-mpi
-
-. .venvs/scaffoldvenv-tuo/bin/activate
-
-# (1) Avoid libmagma error
-# (2) Removing libmpi may cause segfault on mpi4py import
-# (3-5) undefined symbol: cblas_gemm_f16f16f32
-export LD_PRELOAD="/opt/rocm-7.1.1/llvm/lib/libomp.so /opt/cray/pe/mpich/9.1.0/ofi/gnu/11.2/lib/libmpi_gnu.so.12 /opt/intel/oneapi/mkl/2024.2/lib/libmkl_core.so.2 /opt/intel/oneapi/mkl/2024.2/lib/libmkl_gnu_thread.so.2 /opt/intel/oneapi/mkl/2024.2/lib/libmkl_intel_lp64.so.2"
-
-# Disable direct convolution benchmarking (should speedup warmup by a significant amount, does the below three options together)
-# export MIOPEN_DEBUG_CONV_DIRECT=0
-# Disable direct naive convolution benchmarking (naive_conv_ab_nonpacked_fwd_ndhwc_half_double_half.kd)
-export MIOPEN_DEBUG_CONV_DIRECT_NAIVE_CONV_FWD=0
-# Disable naive_conv_ab_nonpacked_bwd_ndhwc_half_double_half.kd
-export MIOPEN_DEBUG_CONV_DIRECT_NAIVE_CONV_BWD=0
-# Disable naive_conv_ab_nonpacked_wrw_ndhwc_half_double_half.kd
-export MIOPEN_DEBUG_CONV_DIRECT_NAIVE_CONV_WRW=0
-
-CONFIG_PATH="$(pwd)/ScaFFold/configs/benchmark_default.yml"
-FRACT_BASE_DIR="${FRACT_BASE_DIR:-$(pwd)/ScaFFold/fractals}"
-
-torchrun-hpc -N 1 -n 1 $(which scaffold) generate_fractals \
-    -c "$CONFIG_PATH" \
-    --fract-base-dir "$FRACT_BASE_DIR"
-
-# Uncomment if you want torch profiling
-#export PROFILE_TORCH=ON
-
-torchrun-hpc -N 1 -n 4 --gpus-per-proc 1 $(which scaffold) benchmark \
-    -c "$CONFIG_PATH" \
-    --fract-base-dir "$FRACT_BASE_DIR"
-# torchrun-hpc -N 2 -n 4 --gpus-per-proc 1 $(which scaffold) benchmark -c "$CONFIG_PATH" --fract-base-dir "$FRACT_BASE_DIR"