diff --git a/scripts/train_videomme_slurm.sh b/scripts/train_videomme_slurm.sh
new file mode 100755
index 0000000..0a773b9
--- /dev/null
+++ b/scripts/train_videomme_slurm.sh
@@ -0,0 +1,46 @@
+#!/usr/bin/env bash
+# ============================================================================
+# Video-MME 900 自进化训练 —— 4090-server Slurm(gpu-sbatch)入口
+# ----------------------------------------------------------------------------
+# 提交(仓库根目录下,1 卡 200 小时):
+#   gpu-sbatch 1 scripts/train_videomme_slurm.sh --time 200:00:00
+#
+# 断点续跑(上一任务超时/被杀后,不删 workspace,从 checkpoint 恢复):
+#   RESUME=1 gpu-sbatch 1 scripts/train_videomme_slurm.sh --time 200:00:00
+#
+# 观察:
+#   tail -f slurm-<jobid>.out          # Slurm 标准输出(与 logs/ 双写)
+#   tail -f logs/train_videomme.log
+#   gpu-status / gpu-cancel
+#
+# 前置(那台机器上须就绪):
+#   1. 分支 = feat/question-gen-v3(main 是旧代码,没有本训练管线)
+#   2. .env 存在且 REDIS_URL / LLM API 可从该机访问;REDIS_CACHE_TTL 为正整数
+#   3. store/seeds/adhoc-baseline/、store/videos/、workspaces/video-split/pools.json 已同步
+#   4. 全新重跑前:rm -rf workspaces/train-videomme logs/train_videomme.log
+#
+# 说明:CUDA_VISIBLE_DEVICES 由 Slurm cgroup 注入,本脚本与内层脚本均不覆盖;
+#      日志三重保险即时输出(PYTHONUNBUFFERED + python -u + loguru stderr)。
+# ============================================================================
+
+set -euo pipefail
+
+cd "$(dirname "$0")/.."
+
+echo "== Slurm Job: ${SLURM_JOB_ID:-unknown} | CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES:-unset} =="
+nvidia-smi || true
+mkdir -p logs
+
+if [[ "${RESUME:-0}" == "1" ]]; then
+  # 续跑:跳过 Phase 0(seed 已在)与 --fresh,直接从 workspace checkpoint 恢复
+  export HF_HUB_OFFLINE=1 TRANSFORMERS_OFFLINE=1 PYTHONUNBUFFERED=1
+  set -a; source .env; set +a
+  PYTHON="$(conda run -n Video-Tree-TRM which python)"
+  "${PYTHON}" -u main.py --config config/train_videomme.yaml --resume \
+    2>&1 | tee -a logs/train_videomme.log
+else
+  # 全新训练:复用自包含实验脚本(Phase 0 建/校验 seed + Phase 1 --fresh)
+  bash scripts/train_videomme.sh 2>&1 | tee logs/train_videomme.log
+fi
+
+echo "== 训练进程退出,Job ${SLURM_JOB_ID:-unknown} 结束 =="