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/deploy.sh

@@ -0,0 +1,105 @@
+#!/bin/bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
+
+usage() {
+    cat <<EOF
+Usage: $(basename "$0") [OPTIONS]
+
+Azaion AI Training — Deployment orchestrator.
+
+Options:
+  --rollback    Rollback to previous image tags
+  --local       Run locally (skip SSH, default if DEPLOY_HOST is unset)
+  --help        Show this help message
+
+Environment:
+  DEPLOY_HOST   Target server for remote deployment (optional)
+  DEPLOY_USER   SSH user (default: deploy)
+EOF
+    exit 0
+}
+
+ROLLBACK=false
+LOCAL=false
+
+for arg in "$@"; do
+    case "$arg" in
+        --rollback) ROLLBACK=true ;;
+        --local) LOCAL=true ;;
+        --help) usage ;;
+        *) echo "Unknown option: $arg"; usage ;;
+    esac
+done
+
+if [[ -f "$PROJECT_ROOT/.env" ]]; then
+    set -a
+    source "$PROJECT_ROOT/.env"
+    set +a
+fi
+
+DEPLOY_HOST="${DEPLOY_HOST:-}"
+DEPLOY_USER="${DEPLOY_USER:-deploy}"
+
+if [[ -z "$DEPLOY_HOST" ]]; then
+    LOCAL=true
+fi
+
+run_cmd() {
+    if [[ "$LOCAL" == true ]]; then
+        bash -c "$1"
+    else
+        ssh "${DEPLOY_USER}@${DEPLOY_HOST}" "$1"
+    fi
+}
+
+run_script() {
+    local script="$1"
+    shift
+    if [[ "$LOCAL" == true ]]; then
+        bash "$SCRIPT_DIR/$script" "$@"
+    else
+        ssh "${DEPLOY_USER}@${DEPLOY_HOST}" "cd /opt/azaion-training && bash scripts/$script $*"
+    fi
+}
+
+echo "=== Azaion AI Training — Deploy ==="
+echo "Mode: $(if $LOCAL; then echo 'local'; else echo "remote ($DEPLOY_HOST)"; fi)"
+echo "Action: $(if $ROLLBACK; then echo 'rollback'; else echo 'deploy'; fi)"
+echo ""
+
+"$SCRIPT_DIR/generate-config.sh"
+
+if [[ "$ROLLBACK" == true ]]; then
+    PREV_TAGS="$SCRIPT_DIR/.previous-tags"
+    if [[ ! -f "$PREV_TAGS" ]]; then
+        echo "ERROR: No previous tags found at $PREV_TAGS — cannot rollback"
+        exit 1
+    fi
+    echo "Rolling back to previous image tags..."
+    set -a
+    source "$PREV_TAGS"
+    set +a
+fi
+
+echo "[1/4] Pulling images..."
+run_script pull-images.sh
+
+echo "[2/4] Stopping services..."
+run_script stop-services.sh
+
+echo "[3/4] Starting services..."
+run_script start-services.sh
+
+echo "[4/4] Checking health..."
+if run_script health-check.sh; then
+    echo ""
+    echo "=== Deploy successful ==="
+else
+    echo ""
+    echo "=== Health check FAILED ==="
+    echo "Run: $0 --rollback"
+    exit 1
+fi