diff --git a/voice_conversion/rvc-v2-brandon/.gitignore b/voice_conversion/rvc-v2-brandon/.gitignore
index 630c32e..1b29b6e 100644
--- a/voice_conversion/rvc-v2-brandon/.gitignore
+++ b/voice_conversion/rvc-v2-brandon/.gitignore
@@ -5,3 +5,9 @@ __pycache__
 hubert_base.pt
 /logs
 .venv
+
+# NB(bt): Local testing
+python/
+inputs/
+outputs/
+
diff --git a/voice_conversion/rvc-v2-brandon/Dockerfile b/voice_conversion/rvc-v2-brandon/Dockerfile
index 49f62d5..85ad9f4 100644
--- a/voice_conversion/rvc-v2-brandon/Dockerfile
+++ b/voice_conversion/rvc-v2-brandon/Dockerfile
@@ -1,13 +1,46 @@
 # syntax=docker/dockerfile:1
 
-FROM python:3.10-bullseye
+#FROM python:3.10-bullseye
+FROM nvidia/cuda:12.0.1-runtime-ubuntu22.04
 
-EXPOSE 7865
+ENV DEBIAN_FRONTEND=noninteractive
 
-WORKDIR /app
+# NB: ffmpeg for transcoding opus -> wav
+# NB(bt,2023-05-04): Installing lsof, htop, ripgrep, and other debugging tools
+# NB(bt,2023-05-04): Installing rsync to monitor time it takes for files to sync
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    curl \
+    ffmpeg \
+    htop \
+    libsndfile1 \
+    lsof \
+    nvidia-driver-515 \
+    python3-pip \
+    python3.10 \
+    python3.10-dev \
+    python3.10-venv \
+    ripgrep \
+    rsync \
+    vim \
+    wget \
+    --no-install-recommends \
+    && apt-get clean autoclean && apt-get autoremove -y && rm -rf /var/lib/{apt,dpkg,cache,log}/
+
+RUN mkdir /python_install
+RUN mkdir /model_code
+
+WORKDIR /python_install
+
+COPY requirements.txt . 
+
+# NB: Kubernetes will copy over the venv we create here.
+RUN python3 -m venv python \
+  && . python/bin/activate \
+  && pip install wheel \
+  && pip install -r requirements.txt
+
+# NB: The model code is uploaded next
+WORKDIR /model_code
 
 COPY . .
-
-RUN pip3 install -r requirements.txt
-
-CMD ["python3", "infer-web.py"]
\ No newline at end of file
diff --git a/voice_conversion/rvc-v2-brandon/requirements.txt b/voice_conversion/rvc-v2-brandon/requirements.txt
index 92bbe60..e2d09be 100644
--- a/voice_conversion/rvc-v2-brandon/requirements.txt
+++ b/voice_conversion/rvc-v2-brandon/requirements.txt
@@ -36,7 +36,12 @@ absl-py>=1.2.0
 audioread
 uvicorn>=0.21.1
 colorama>=0.4.5
-pyworld>=0.3.2
+# NB(bt, 2023-07-18): This issue literally just cropped up with PyWorld:
+# Docker images were building yesterday, but not today. Downgrade 
+# pyworld>=0.3.2 to pyworld==0.3.2. (Granted, 0.3.3 was released back in
+# April.)
+# https://github.com/gitmylo/audio-webui/issues/78
+pyworld==0.3.2
 httpx==0.23.0
 #onnxruntime-gpu
 torchcrepe==0.0.20