Update autopilot workflow and documentation for project cycle completion

- Modified the existing-code workflow to automatically loop back to New Task after project completion without user confirmation.
- Updated the autopilot state to reflect the current step as `done` and status as `completed`.
- Clarified the deployment status report by specifying non-deployed services and their purposes.

These changes enhance the automation of task management and improve documentation clarity.

scripts/start-services.sh

@@ -0,0 +1,54 @@
+#!/bin/bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
+
+usage() {
+    cat <<EOF
+Usage: $(basename "$0") [--help]
+
+Start Azaion AI Training services via Docker Compose.
+
+Environment:
+  AZAION_ROOT_DIR     Root data directory (default: /azaion)
+EOF
+    exit 0
+}
+
+[[ "${1:-}" == "--help" ]] && usage
+
+if [[ -f "$PROJECT_ROOT/.env" ]]; then
+    set -a
+    source "$PROJECT_ROOT/.env"
+    set +a
+fi
+
+AZAION_ROOT_DIR="${AZAION_ROOT_DIR:-/azaion}"
+
+dirs=(
+    "$AZAION_ROOT_DIR"
+    "$AZAION_ROOT_DIR/${AZAION_DATA_DIR:-data}/images"
+    "$AZAION_ROOT_DIR/${AZAION_DATA_DIR:-data}/labels"
+    "$AZAION_ROOT_DIR/${AZAION_DATA_SEED_DIR:-data-seed}/images"
+    "$AZAION_ROOT_DIR/${AZAION_DATA_SEED_DIR:-data-seed}/labels"
+    "$AZAION_ROOT_DIR/${AZAION_DATA_DELETED_DIR:-data_deleted}/images"
+    "$AZAION_ROOT_DIR/${AZAION_DATA_DELETED_DIR:-data_deleted}/labels"
+    "$AZAION_ROOT_DIR/datasets"
+    "$AZAION_ROOT_DIR/models"
+)
+
+echo "Ensuring directory structure..."
+for d in "${dirs[@]}"; do
+    mkdir -p "$d"
+done
+
+echo "Starting services..."
+docker compose -f "$PROJECT_ROOT/docker-compose.yml" --env-file "$PROJECT_ROOT/.env" up -d
+
+echo "Waiting for containers to start..."
+sleep 5
+
+docker compose -f "$PROJECT_ROOT/docker-compose.yml" ps
+
+echo "Services started."