diff --git a/docs/HPC.md b/docs/HPC.md
index 89d49bf..5c7b02c 100644
--- a/docs/HPC.md
+++ b/docs/HPC.md
@@ -1,4 +1,4 @@
-# HPC Guide (Ghent University Tier-2)
+# HPC Guide
 
 Full documentation: <https://docs.hpc.ugent.be/>
 
@@ -6,19 +6,8 @@ Full documentation: <https://docs.hpc.ugent.be/>
 
 Choose the appropriate cluster before submitting a job with `module swap cluster/<name>`. The default login cluster is **doduo**.
 
-| Cluster   | Type                    | Use case                                      |
-|-----------|-------------------------|-----------------------------------------------|
-| `donphan` | Interactive / debug GPU | First-time setup, interactive debugging       |
-| `doduo`   | CPU (default login)     | Rapid iteration, CPU-only smoke tests         |
-| `joltik`  | GPU (A100 ¼-slice)      | Standard training runs                        |
-| `accelgor`| GPU (A100 full)         | Large-scale / long experiments                |
-| `litleo`  | GPU                     | Alternative GPU option                        |
-
-> **Rule:** use at most **1 GPU per group at a time** on shared GPU clusters.  
 > Check the current queue load at <https://shieldon.ugent.be:8083/pbsmon-web-users/>.
 
----
-
 ## Initial Environment Setup
 
 Run **once** from a login node after cloning the repository:
@@ -35,16 +24,8 @@ cd 2026SEL3-project-BrittleStar
 bash scripts/hpc/install.sh
 ```
 
-This uses the official [`vsc-venv`](https://docs.hpc.ugent.be/Linux/setting_up_python_virtual_environments/#vsc-venv-python-virtual-environment-wrapper-script) wrapper to:
-- Load the EasyBuild modules listed in `env/hpc/modules.txt` (JAX, Flax, WandB, …)
-- Create a per-cluster virtual environment in `$VSC_DATA`
-- Pip-install the remaining packages from `env/hpc/requirements.txt`
-- Register a Jupyter kernel named `sel3_<cluster>`
-
 > **Note:** virtual environments are cluster-specific. Re-run the script if you switch to a new cluster.
 
----
-
 ## Interactive Debugging on donphan
 
 The `donphan` cluster provides quick access to a fractional A100 GPU and is ideal for verifying your environment end-to-end before submitting batch jobs.
@@ -93,8 +74,6 @@ python src/train.py --config configs/hpc_smoke_test.yaml
 
 > **Warning:** JAX can only be loaded by one kernel at a time. Shut down other kernels before switching notebooks.
 
----
-
 ## Submitting Batch Training Jobs
 
 ```bash
diff --git a/scripts/hpc/install.sh b/scripts/hpc/install.sh
index 2700275..543b2de 100644
--- a/scripts/hpc/install.sh
+++ b/scripts/hpc/install.sh
@@ -12,18 +12,12 @@
 
 set -euo pipefail
 
-echo "==> Loading vsc-venv module..."
 module load vsc-venv
 
-echo "==> Activating virtual environment (created per-cluster in \$VSC_DATA)..."
-# vsc-venv transparently creates and manages a per-cluster venv in $VSC_DATA,
-# loading the modules listed in env/hpc/modules.txt and pip-installing anything
-# in env/hpc/requirements.txt that is not already satisfied.
 source vsc-venv --activate \
     --modules env/hpc/modules.txt \
     --requirements env/hpc/requirements.txt
 
-echo "==> Registering Jupyter kernel..."
 python -m ipykernel install --user --name="sel3_${VSC_INSTITUTE_CLUSTER}" \
     --display-name "SEL3 (${VSC_INSTITUTE_CLUSTER})"
 
diff --git a/scripts/hpc/train.pbs b/scripts/hpc/train.pbs
index cf8e2c3..981ea96 100644
--- a/scripts/hpc/train.pbs
+++ b/scripts/hpc/train.pbs
@@ -6,27 +6,18 @@
 #
 # To target a specific GPU cluster (default: joltik):
 #   module swap cluster/accelgor && qsub scripts/hpc/train.pbs
-#
-# Available GPU clusters: joltik, accelgor, litleo
-# Debug / interactive:    doduo (CPU) or donphan (interactive GPU)
 
-# ---------------------------------------------------------------------------
-# PBS job directives
-# ---------------------------------------------------------------------------
 #PBS -N brittlestar-ppo
 #PBS -l nodes=1:ppn=8:gpus=1
 #PBS -l walltime=24:00:00
 #PBS -l mem=32gb
 #PBS -o runs/pbs_${PBS_JOBID}.out
 #PBS -e runs/pbs_${PBS_JOBID}.err
-# ---------------------------------------------------------------------------
 
 set -euo pipefail
 
 cd "$PBS_O_WORKDIR"
 
-# Activate the project virtual environment via the official vsc-venv wrapper.
-# This loads the modules listed in env/hpc/modules.txt and the per-cluster venv.
 module load vsc-venv
 source vsc-venv --activate --modules env/hpc/modules.txt