diff --git a/helpers/cuda/pixi.lock b/helpers/cuda/pixi.lock
new file mode 100644
index 0000000000000000000000000000000000000000..bfabe06a015ab628901f88e3c40c8ca44ec376e8
--- /dev/null
+++ b/helpers/cuda/pixi.lock
@@ -0,0 +1,8274 @@
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+  - xorg-renderproto
+  license: MIT
+  license_family: MIT
+  size: 37770
+  timestamp: 1688300707994
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+  name: xorg-renderproto
+  version: 0.11.1
+  build: h7f98852_1002
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+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-renderproto-0.11.1-h7f98852_1002.tar.bz2
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+  license: MIT
+  license_family: MIT
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+  timestamp: 1614866326326
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+  name: xorg-xextproto
+  version: 7.3.0
+  build: h0b41bf4_1003
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+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-xextproto-7.3.0-h0b41bf4_1003.conda
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+  license: MIT
+  license_family: MIT
+  size: 30270
+  timestamp: 1677036833037
+- kind: conda
+  name: xorg-xf86vidmodeproto
+  version: 2.3.1
+  build: h7f98852_1002
+  build_number: 1002
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-xf86vidmodeproto-2.3.1-h7f98852_1002.tar.bz2
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+  url: https://conda.anaconda.org/conda-forge/linux-64/xorg-xproto-7.0.31-h7f98852_1007.tar.bz2
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+  url: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h7f98852_2.tar.bz2
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+  license_family: BSD
+  size: 278045
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+  name: zipp
+  version: 3.17.0
+  build: pyhd8ed1ab_0
+  subdir: noarch
+  noarch: python
+  url: https://conda.anaconda.org/conda-forge/noarch/zipp-3.17.0-pyhd8ed1ab_0.conda
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+  timestamp: 1695255262261
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+  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.2.13-hd590300_5.conda
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+  license: Zlib
+  license_family: Other
+  size: 92825
+  timestamp: 1686575231103
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+  name: zlib-ng
+  version: 2.0.7
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+  license: Zlib
+  license_family: Other
+  size: 94553
+  timestamp: 1679094841423
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+  name: zstandard
+  version: 0.22.0
+  build: py312hd58854c_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.22.0-py312hd58854c_0.conda
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+  - zstd >=1.5.5,<1.5.6.0a0
+  - zstd >=1.5.5,<1.6.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zstandard
+  size: 415099
+  timestamp: 1698830281446
+- kind: conda
+  name: zstd
+  version: 1.5.5
+  build: hfc55251_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.5-hfc55251_0.conda
+  sha256: 607cbeb1a533be98ba96cf5cdf0ddbb101c78019f1fda063261871dad6248609
+  md5: 04b88013080254850d6c01ed54810589
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+  - libgcc-ng >=12
+  - libstdcxx-ng >=12
+  - libzlib >=1.2.13,<1.3.0a0
+  license: BSD-3-Clause
+  license_family: BSD
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diff --git a/helpers/cuda/pixi.toml b/helpers/cuda/pixi.toml
index 93f051f5665e844baf1581715336d45a53b0cf8e..daf0e0d64d9499600964be1d041e57963773d845 100644
--- a/helpers/cuda/pixi.toml
+++ b/helpers/cuda/pixi.toml
@@ -9,23 +9,8 @@
 # of the mednet environment.  It loosely follows the recipe in the pixi
 # documentation: https://pixi.sh/latest/advanced/channel_priority/#use-case-pytorch-and-nvidia-with-conda-forge
 #
-# USAGE INSTRUCTIONS
-# ------------------
-#
-# To use this file, first link it to `pixi.toml`, and re-run `pixi install`.
-# Having a file named `pixi.toml` on the current directory has precedence over
-# `pyproject.toml`:
-#
-# $ rm -rf .pixi pixi.lock  # clean-up
-# $ ln -s helpers/cuda/pixi.toml .
-# $ ln -s helpers/cuda/pixi.lock .
-# $ pixi install  # this will install all support libraries
-#
-#
-# WHY IS THIS SEPARATED FROM THE MAIN MANIFEST
-# --------------------------------------------
-#
-# Check https://github.com/prefix-dev/pixi/issues/1051
+# Why is this separated from the main manifest? Check
+# https://github.com/prefix-dev/pixi/issues/1051.
 
 [project]
 name = "mednet"
@@ -50,11 +35,11 @@ psutil = "*"
 tabulate = "*"
 matplotlib = "*"
 pillow = "*"
-pytorch = { version = ">=2.1.2", channel = "pytorch" }
-torchvision = { version = ">=0.16.1", channel = "pytorch" }
-lightning = ">=2.2.1"
+pytorch = { version = "~=2.2.2", channel = "pytorch" }
+torchvision = { version = "~=0.17.2", channel = "pytorch" }
+lightning = "~=2.2.1"
 tensorboard = "*"
-grad-cam = ">=1.5.0"
+grad-cam = "~=1.5.0"
 versioningit = "*"
 # special stuff
 cuda = { version = "*", channel = "nvidia" }
@@ -63,6 +48,7 @@ pytorch-cuda = { version = "12.1.*", channel = "pytorch" }
 [host-dependencies]
 hatch = "*"
 versioningit = "*"
+pdbpp = "*"
 
 [system-requirements]
 cuda = "12.1"