diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..825b51a
Binary files /dev/null and b/.DS_Store differ
diff --git a/.stfolder/syncthing-folder-18c1bb.txt b/.stfolder/syncthing-folder-18c1bb.txt
new file mode 100644
index 0000000..789ce36
--- /dev/null
+++ b/.stfolder/syncthing-folder-18c1bb.txt
@@ -0,0 +1,5 @@
+# This directory is a Syncthing folder marker.
+# Do not delete.
+
+folderID: wmoge-xmh3x
+created: 2026-04-12T14:02:49-07:00
diff --git a/Docker/.DS_Store b/Docker/.DS_Store
new file mode 100644
index 0000000..1347c15
Binary files /dev/null and b/Docker/.DS_Store differ
diff --git a/Docker/Dockerfile b/Docker/Dockerfile
index 4166505..cf900f9 100644
--- a/Docker/Dockerfile
+++ b/Docker/Dockerfile
@@ -5,7 +5,7 @@ ENV PYTHONUNBUFFERED=1
 
 WORKDIR /app
 
-COPY ./requirements.txt .
+COPY ./Docker/requirements.txt .
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
     build-essential \
@@ -16,8 +16,8 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 RUN pip install --no-cache-dir --upgrade pip
 RUN pip install --no-cache-dir -r requirements.txt
 
-COPY ./protos ./protos
-COPY ./src ./src
+COPY ./Docker/protos ./protos
+COPY ./Docker/src ./src
 
 RUN python -m grpc_tools.protoc \
     --proto_path=./protos \
@@ -25,10 +25,15 @@ RUN python -m grpc_tools.protoc \
     --grpc_python_out=./src \
     ./protos/brunix.proto
 
-COPY entrypoint.sh /entrypoint.sh
+# Classifier retraining pipeline (ADR-0010)
+RUN mkdir -p /app/scripts/pipelines/classifier
+COPY ./scripts/pipelines/classifier/retrain_pipeline.py /app/scripts/pipelines/classifier/
+COPY ./scripts/pipelines/classifier/seed_classifier_dataset.jsonl /app/scripts/pipelines/classifier/
+
+COPY ./Docker/entrypoint.sh /entrypoint.sh
 RUN chmod +x /entrypoint.sh
 
 EXPOSE 50051
 EXPOSE 8000
 
-ENTRYPOINT ["/entrypoint.sh"]
\ No newline at end of file
+ENTRYPOINT ["/entrypoint.sh"]
diff --git a/Docker/docker-compose.yaml b/Docker/docker-compose.yaml
index 25f4af7..8b044d2 100644
--- a/Docker/docker-compose.yaml
+++ b/Docker/docker-compose.yaml
@@ -2,7 +2,9 @@ version: '3.8'
 
 services:
   brunix-engine:
-    build: .
+    build:
+      context: ..
+      dockerfile: Docker/Dockerfile
     container_name: brunix-assistance-engine
     ports:
       - "50052:50051"
@@ -25,6 +27,12 @@ services:
       CLASSIFIER_EXPORT_DIR: ${CLASSIFIER_EXPORT_DIR}
       CLASSIFIER_MODEL_PATH: ${CLASSIFIER_MODEL_PATH}
       CLASSIFIER_CONFIDENCE_THRESHOLD: ${CLASSIFIER_CONFIDENCE_THRESHOLD}
+      RETRAIN_ON_EXPORT: ${RETRAIN_ON_EXPORT}
+      RETRAIN_SCRIPT_PATH: ${RETRAIN_SCRIPT_PATH}
+      CLASSIFIER_ARCHIVE_DIR: ${CLASSIFIER_ARCHIVE_DIR}
+      CLASSIFIER_SEED_DATASET: ${CLASSIFIER_SEED_DATASET}
+      CLASSIFIER_MIN_CV_ACCURACY: ${CLASSIFIER_MIN_CV_ACCURACY}
+      CLASSIFIER_HELD_OUT_RATIO: ${CLASSIFIER_HELD_OUT_RATIO}
       PROXY_THREAD_WORKERS: 10
 
     extra_hosts:
diff --git a/Docker/src/.DS_Store b/Docker/src/.DS_Store
new file mode 100644
index 0000000..559e260
Binary files /dev/null and b/Docker/src/.DS_Store differ
diff --git a/docs/.DS_Store b/docs/.DS_Store
new file mode 100644
index 0000000..2ddd88b
Binary files /dev/null and b/docs/.DS_Store differ
diff --git a/docs/LRM/.DS_Store b/docs/LRM/.DS_Store
new file mode 100644
index 0000000..31eaad5
Binary files /dev/null and b/docs/LRM/.DS_Store differ
diff --git a/scripts/.DS_Store b/scripts/.DS_Store
new file mode 100644
index 0000000..a4c6ec5
Binary files /dev/null and b/scripts/.DS_Store differ
diff --git a/scripts/pipelines/.DS_Store b/scripts/pipelines/.DS_Store
new file mode 100644
index 0000000..5389db1
Binary files /dev/null and b/scripts/pipelines/.DS_Store differ
diff --git a/scripts/pipelines/ingestion/.DS_Store b/scripts/pipelines/ingestion/.DS_Store
new file mode 100644
index 0000000..233258a
Binary files /dev/null and b/scripts/pipelines/ingestion/.DS_Store differ