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/health-check.sh

@@ -0,0 +1,119 @@
+#!/bin/bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+PROJECT_ROOT="$(cd "$SCRIPT_DIR/.." && pwd)"
+
+usage() {
+    cat <<EOF
+Usage: $(basename "$0") [--help]
+
+Check health of Azaion AI Training deployment.
+
+Checks: container status, GPU availability, disk usage, queue offset.
+Exit code 0 = healthy, 1 = unhealthy.
+EOF
+    exit 0
+}
+
+[[ "${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}"
+HEALTHY=true
+
+check() {
+    local name="$1"
+    local result="$2"
+    if [[ "$result" == "OK" ]]; then
+        printf "  %-30s %s\n" "$name" "[OK]"
+    else
+        printf "  %-30s %s\n" "$name" "[FAIL] $result"
+        HEALTHY=false
+    fi
+}
+
+echo "=== Azaion AI Training — Health Check ==="
+echo ""
+
+echo "Containers:"
+for svc in annotation-queue rabbitmq; do
+    cid=$(docker compose -f "$PROJECT_ROOT/docker-compose.yml" ps -q "$svc" 2>/dev/null || true)
+    if [[ -z "$cid" ]]; then
+        check "$svc" "container not found"
+    else
+        state=$(docker inspect --format='{{.State.Status}}' "$cid" 2>/dev/null || echo "unknown")
+        if [[ "$state" == "running" ]]; then
+            check "$svc" "OK"
+        else
+            check "$svc" "state=$state"
+        fi
+    fi
+done
+echo ""
+
+echo "GPU:"
+if command -v nvidia-smi &>/dev/null; then
+    gpu_temp=$(nvidia-smi --query-gpu=temperature.gpu --format=csv,noheader,nounits 2>/dev/null | head -1 || echo "N/A")
+    gpu_mem=$(nvidia-smi --query-gpu=memory.used,memory.total --format=csv,noheader,nounits 2>/dev/null | head -1 || echo "N/A")
+    gpu_util=$(nvidia-smi --query-gpu=utilization.gpu --format=csv,noheader,nounits 2>/dev/null | head -1 || echo "N/A")
+
+    if [[ "$gpu_temp" != "N/A" ]]; then
+        check "GPU available" "OK"
+        printf "  %-30s %s°C\n" "  Temperature" "$gpu_temp"
+        printf "  %-30s %s MiB\n" "  Memory (used/total)" "$gpu_mem"
+        printf "  %-30s %s%%\n" "  Utilization" "$gpu_util"
+        if [[ "$gpu_temp" -gt 90 ]]; then
+            check "GPU temperature" "CRITICAL: ${gpu_temp}°C > 90°C"
+        fi
+    else
+        check "GPU" "nvidia-smi failed"
+    fi
+else
+    check "GPU (nvidia-smi)" "not installed"
+fi
+echo ""
+
+echo "Disk:"
+if [[ -d "$AZAION_ROOT_DIR" ]]; then
+    disk_pct=$(df "$AZAION_ROOT_DIR" --output=pcent 2>/dev/null | tail -1 | tr -d ' %' || echo "N/A")
+    if [[ "$disk_pct" != "N/A" ]]; then
+        if [[ "$disk_pct" -gt 95 ]]; then
+            check "Disk usage ($AZAION_ROOT_DIR)" "CRITICAL: ${disk_pct}%"
+        elif [[ "$disk_pct" -gt 80 ]]; then
+            check "Disk usage ($AZAION_ROOT_DIR)" "WARNING: ${disk_pct}%"
+        else
+            check "Disk usage ($AZAION_ROOT_DIR)" "OK"
+        fi
+        printf "  %-30s %s%%\n" "  Usage" "$disk_pct"
+    fi
+    azaion_size=$(du -sh "$AZAION_ROOT_DIR" 2>/dev/null | cut -f1 || echo "N/A")
+    printf "  %-30s %s\n" "  Total size" "$azaion_size"
+else
+    check "Data directory ($AZAION_ROOT_DIR)" "does not exist"
+fi
+echo ""
+
+echo "Queue:"
+OFFSET_FILE="$PROJECT_ROOT/src/annotation-queue/offset.yaml"
+if [[ -f "$OFFSET_FILE" ]]; then
+    offset=$(grep 'offset_queue' "$OFFSET_FILE" 2>/dev/null | awk '{print $2}' || echo "N/A")
+    printf "  %-30s %s\n" "Last queue offset" "$offset"
+    check "Offset file" "OK"
+else
+    check "Offset file" "not found at $OFFSET_FILE"
+fi
+echo ""
+
+echo "=== Result: $(if $HEALTHY; then echo 'HEALTHY'; else echo 'UNHEALTHY'; fi) ==="
+
+if $HEALTHY; then
+    exit 0
+else
+    exit 1
+fi