diff --git a/scripts/setup_remote.sh b/scripts/setup_remote.sh
index 701a844..e7333cd 100755
--- a/scripts/setup_remote.sh
+++ b/scripts/setup_remote.sh
@@ -29,7 +29,8 @@ else
 fi
 
 # ---- 3. 依赖 ----
-conda run -p "$ENV_PATH" pip install -r "$REPO_DIR/requirements.txt" -r "$REPO_DIR/requirements-remote.txt"
+# 直接调环境内 pip：conda run 会整体缓冲子命令输出（违反"日志实时可查"规矩），弃用
+"$ENV_PATH/bin/pip" install -r "$REPO_DIR/requirements.txt" -r "$REPO_DIR/requirements-remote.txt"
 
 # ---- 4. 环境变量持久化（写入 ~/.bashrc，幂等）----
 if ! grep -q "ars-opd-rebuild env" ~/.bashrc; then
@@ -46,9 +47,9 @@ fi
 
 # ---- 5. 验证 ----
 echo "=== 验证 torch/CUDA ==="
-conda run -p "$ENV_PATH" python -c "import torch; print('torch', torch.__version__, '| cuda可用:', torch.cuda.is_available(), '| 卡数:', torch.cuda.device_count())"
+"$ENV_PATH/bin/python" -c "import torch; print('torch', torch.__version__, '| cuda可用:', torch.cuda.is_available(), '| 卡数:', torch.cuda.device_count())"
 echo "=== 验证单元测试 ==="
-conda run -p "$ENV_PATH" python -m pytest "$REPO_DIR/tests" -q
+"$ENV_PATH/bin/python" -m pytest "$REPO_DIR/tests" -q
 echo "=== 磁盘检查（根分区不应有明显增长）==="
 df -h / /data | tail -2
 echo "全部完成。日常使用：输入 opd 进入环境与目录。"