From 5d0d849c287309deb13516a45c20408ce2eb3a62 Mon Sep 17 00:00:00 2001
From: yuyr <yuyr@zgclab.edu.cn>
Date: Sun, 4 Jan 2026 15:28:41 +0800
Subject: [PATCH] =?UTF-8?q?V3.5=20=E6=94=AF=E6=8C=81Advanced=E6=A8=A1?=
 =?UTF-8?q?=E5=BC=8F=EF=BC=8C=E7=94=A8=E6=88=B7=E6=8F=90=E4=BE=9Bpython?=
 =?UTF-8?q?=E5=91=BD=E4=BB=A4?=
MIME-Version: 1.0
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---
 specs/mvp/v3.5/README.md                     |   7 +
 specs/mvp/v3.5/note.md                       |   3 +
 specs/mvp/v3.5/requirement.md                |  40 ++
 specs/mvp/v3.5/roadmap_v3.5.png              | Bin 0 -> 100850 bytes
 specs/mvp/v3.5/v3.5_design.md                | 366 +++++++++++++++++++
 specs/mvp/v3.5/v3.5_dev_plan.md              | 200 ++++++++++
 src/mvp/py/argus/ray/builders.py             |   9 +
 src/mvp/py/argus/ray/driver_entrypoint.py    |   2 +
 src/mvp/py/argus/ray/models.py               |  55 +++
 src/mvp/py/argus/ray/ray_job_tool.py         | 102 +++++-
 src/mvp/py/argus/service/advanced_command.py |  75 ++++
 src/mvp/py/argus/service/app.py              |  64 +++-
 src/mvp/py/argus/service/scheduler.py        |  25 +-
 src/mvp/py/argus/service/ui.py               |  61 +++-
 src/mvp/py/tests/test_advanced_command.py    |  74 ++++
 src/mvp/py/tests/test_app.py                 | 116 ++++++
 src/mvp/py/tests/test_builders.py            |   7 +
 src/mvp/py/tests/test_driver_entrypoint.py   |   4 +-
 src/mvp/py/tests/test_models.py              |  48 +++
 src/mvp/py/tests/test_ray_job_tool.py        |  55 +++
 src/mvp/py/tests/test_scheduler.py           |  61 ++++
 src/mvp/py/tests/test_ui.py                  |  15 +
 22 files changed, 1355 insertions(+), 34 deletions(-)
 create mode 100644 specs/mvp/v3.5/README.md
 create mode 100644 specs/mvp/v3.5/note.md
 create mode 100644 specs/mvp/v3.5/requirement.md
 create mode 100644 specs/mvp/v3.5/roadmap_v3.5.png
 create mode 100644 specs/mvp/v3.5/v3.5_design.md
 create mode 100644 specs/mvp/v3.5/v3.5_dev_plan.md
 create mode 100644 src/mvp/py/argus/service/advanced_command.py
 create mode 100644 src/mvp/py/tests/test_advanced_command.py

diff --git a/specs/mvp/v3.5/README.md b/specs/mvp/v3.5/README.md
new file mode 100644
index 0000000..c6df997
--- /dev/null
+++ b/specs/mvp/v3.5/README.md
@@ -0,0 +1,7 @@
+# MVP v3.5
+
+本目录包含 v3.5 的需求与设计（精简版）：
+
+- `requirement.md`：需求补充说明（来源于讨论）
+- `roadmap_v3.5.png`：架构草图（Advanced Task + Resume + IB + Serving）
+- `v3.5_design.md`：详细设计方案（基于 v3.0；当前迭代仅聚焦 Advanced TaskSpec + Custom Reward，Serving/IB/Resume/多版本 verl 暂缓）
diff --git a/specs/mvp/v3.5/note.md b/specs/mvp/v3.5/note.md
new file mode 100644
index 0000000..c68bdfd
--- /dev/null
+++ b/specs/mvp/v3.5/note.md
@@ -0,0 +1,3 @@
+
+1. node management（v3.5 引入的接口骨架：通过 SSH/平台能力管理 head/worker 节点生命周期；先做最小可用 --- 这个是干嘛的？
+2. 
\ No newline at end of file
diff --git a/specs/mvp/v3.5/requirement.md b/specs/mvp/v3.5/requirement.md
new file mode 100644
index 0000000..56520f6
--- /dev/null
+++ b/specs/mvp/v3.5/requirement.md
@@ -0,0 +1,40 @@
+
+v3.5 版本是在v3.0的基础上进行功能扩展：
+1. 支持自定义命令，不走固定的TaskSpec模板，用户直接提供调用verl 的python命令，如下，这个灵活度更高，需要用户自己把握文件路径，用户使用 $HOME，服务层替换为用户自己的/private/users/<user>/路径，使用$COMMON 则替换为/private/
+
+```
+PYTHONUNBUFFERED=1 python3 -m verl.trainer.main_ppo \
+ data.train_files=$HOME/data/gsm8k/train.parquet \
+ data.val_files=$HOME/data/gsm8k/test.parquet \
+ data.train_batch_size=256 \
+ data.max_prompt_length=512 \
+ data.max_response_length=512 \
+ actor_rollout_ref.model.path=Qwen/Qwen2.5-0.5B-Instruct \
+ actor_rollout_ref.actor.optim.lr=1e-6 \
+ actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+ actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+ actor_rollout_ref.rollout.name=vllm \
+ actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=8 \
+ actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+ actor_rollout_ref.rollout.gpu_memory_utilization=0.4 \
+ actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=4 \
+ critic.optim.lr=1e-5 \
+ critic.model.path=Qwen/Qwen2.5-0.5B-Instruct \
+ critic.ppo_micro_batch_size_per_gpu=4 \
+ algorithm.kl_ctrl.kl_coef=0.001 \
+ trainer.logger=console \
+ trainer.val_before_train=False \
+ trainer.n_gpus_per_node=1 \
+ trainer.nnodes=1 \
+ trainer.save_freq=10 \
+ trainer.test_freq=10 \
+ trainer.total_epochs=15
+```
+
+2. 支持自定义的奖励函数方法，你参考 verl 项目 [text](../../../verl) 里的示例，设计方案
+
+3. 支持codepath指定用户上传到自己user路径下的 verl版本代码
+
+4. 断点续训：支持某个已经complete（成功或者fail或者stopped）的任务task，从最后一个保存的checkpoint 继续训练，参数应该保持不变，你确认一下是不是对应一个新的ray job，或者分析一下verl 是否已经有类似的功能支持。
+
+5. 支持训练走NCCL，使用RoCEv2和Infiband网络，调研一些verl怎样支持，需要哪些配置。
\ No newline at end of file
diff --git a/specs/mvp/v3.5/roadmap_v3.5.png b/specs/mvp/v3.5/roadmap_v3.5.png
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diff --git a/specs/mvp/v3.5/v3.5_design.md b/specs/mvp/v3.5/v3.5_design.md
new file mode 100644
index 0000000..f85edbc
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+++ b/specs/mvp/v3.5/v3.5_design.md
@@ -0,0 +1,366 @@
+# MVP v3.5 详细设计方案（进一步精简版，基于 v3.0）
+
+> 背景：v3.0 已具备 WebUI + API server + 用户/任务隔离 + SFTPGo 数据管理 + Stateless Ray cluster（head + worker node pool）。
+>
+> v3.5 本轮 **只做 2 件事**：
+> 1) Advanced Task：支持用户提交自定义训练命令（command）
+> 2) Custom Reward：支持用户通过 VERL 原生 `custom_reward_function.*` 方式注入 reward（仅方式 A：用户自己写命令）
+>
+> 明确不做（从上一版设计中移除）：(3) 自定义 verl 版本/代码路径、(4) 断点续训、(5) IB/RoCEv2 网络支持、(6) Model Serving。
+
+---
+
+## 0. 继承 v3.0 的不变点（重要约束）
+
+1) **Node management 不变**
+- v3.5 不新增/不修改 node management 机制；仍按 v3.0 现状运行（head 写 discovery、worker watchdog 自动 join、自愈）。
+
+2) **Head 不跑训练**
+- 所有训练/Serving driver 通过 Ray entrypoint placement 强制落在 worker（例如 `entrypoint_resources={"worker_node": 1}`）。
+
+3) **SFTPGo 的 “common” 目录约定变更**
+- 不再使用 `$COMMON` 宏。
+- 在 SFTPGo 中，把共享只读资源映射到用户 home 下的固定目录（用户在 SFTP/WebClient 看到的是 `$HOME/common/...`）：
+  - `$HOME/common/datasets` → 容器内真实路径 `/private/datasets`（只读）
+  - `$HOME/common/hf` → 容器内真实路径 `/private/hf`（只读）
+
+> 这里的 `$HOME` 指：`/private/users/<user_id>`（容器内路径）。
+
+---
+
+## 1. v3.5 需求范围（精简后）
+
+### 1.1 In scope
+
+**A. Advanced TaskSpec（自定义命令）**
+- 用户提交 `command`（多行 shell 或单行）
+- 平台做 `$HOME` 宏替换
+- 平台做 best-effort 安全检查（路径/关键参数），然后提交为 Ray job
+
+**B. Custom Reward（仅方式 A）**
+- 用户在 `command` 里显式写 hydra overrides：
+  - `custom_reward_function.path=...`
+  - `custom_reward_function.name=...`
+  - `custom_reward_function.reward_kwargs.*=...`（可选）
+- 平台不提供结构化 reward 字段（不做方式 B），只做检查（校验 path 合法）
+
+### 1.2 Out of scope（本轮不做）
+- 自定义 verl 版本/代码路径（仍使用平台内置/公共 verl 代码快照）
+- 断点续训（resume from checkpoint）
+- IB/RoCEv2 网络专门支持（NCCL/RDMA env 先不引入平台）
+- Model Serving（暂缓，后续单独设计迭代）
+
+---
+
+## 2. Advanced TaskSpec 设计
+
+### 2.1 为什么需要 Advanced Task
+
+v3.0 的 Basic TaskSpec（ppo/grpo/sft）通过平台模板生成固定 overrides，适合“快速跑通”。
+但科研/调参场景需要更高自由度：用户希望直接写 `python3 -m verl.trainer.main_ppo ...` 并自行控制每个 override。
+
+### 2.2 Advanced TaskSpec（建议 schema）
+
+建议新增一种 TaskSpec 类型，通过 `kind: advanced` 区分：
+
+```yaml
+kind: advanced
+
+# 资源（平台调度与预检查用；仍需要）
+nnodes: 2
+n_gpus_per_node: 4
+
+# 自定义命令（用户负责写对 VERL 的参数/路径）
+# 平台会对 $HOME 做宏替换；其余保持原样
+command: |
+  PYTHONUNBUFFERED=1 python3 -m verl.trainer.main_ppo \
+    data.train_files=$HOME/datasets/gsm8k/train.parquet \
+    data.val_files=$HOME/datasets/gsm8k/test.parquet \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-0.5B-Instruct \
+    trainer.nnodes=2 \
+    trainer.n_gpus_per_node=4 \
+    trainer.total_epochs=1 \
+    trainer.save_freq=10 \
+    +ray_kwargs.ray_init.address=auto
+```
+
+### 2.3 `$HOME` 宏替换规则
+
+仅支持 `$HOME`（v3.5 移除 `$COMMON`）：
+- `$HOME` → `/private/users/<user_id>`
+
+用户如果要用共享数据/缓存：
+- 共享数据：`$HOME/common/datasets/...`
+- 共享 HF 缓存：`$HOME/common/hf/...`（通常不需要写进 command，但可用于 debug）
+
+#### 2.3.1 重要说明：SFTPGo “virtual folder” 与训练进程看到的“真实路径”
+
+在 SFTPGo 中，`$HOME/common/datasets` / `$HOME/common/hf` 是 **SFTP 虚拟目录映射**（virtual folder），它们映射到容器内真实路径：
+- `$HOME/common/datasets` ↔ `/private/datasets`
+- `$HOME/common/hf` ↔ `/private/hf`
+
+训练进程（Ray worker 上的 python 进程）看到的是 **容器内真实文件系统**，它并不会理解 SFTPGo 的 virtual folder。
+
+因此，为了让用户能沿用 WebClient 里看到的路径语义（写 `$HOME/common/...`），服务层在提交 Advanced command 前需要做 **路径宏映射**：
+
+- `"$HOME/common/datasets"` → `"/private/datasets"`
+- `"$HOME/common/hf"` → `"/private/hf"`
+- 其余 `"$HOME"` → `"/private/users/<user_id>"`
+
+这样用户写的 command 能在训练进程里正确读到文件。
+
+### 2.4 服务层检查（best-effort，强约束 + 弱约束）
+
+> 目标：在不“解析完整 shell”的前提下，尽可能避免跨用户读文件与明显错误的任务。
+
+**强约束（必须通过，否则 400）**
+1) `nnodes`、`n_gpus_per_node` 必须存在（用于队列/资源预检查/placement）
+2) `command` 必须包含一个明确的 python entry：
+   - 建议最低要求：包含 `python3` 且包含 `-m verl.trainer.`（防止随意执行系统命令）
+3) 路径隔离校验（字符串/正则级别）：
+   - 展开 `$HOME`（含 `$HOME/common/*` 映射到 `/private/*`）后：
+     - 禁止出现 `/private/users/` 下 “非当前用户”的路径（例如 `/private/users/bob/...`）
+     - 对 `data.train_files=...`、`data.val_files=...`（若出现）做 allowlist：
+       - 允许（用户目录）：`/private/users/<me>/datasets/...`
+       - 允许（共享目录）：`/private/datasets/...`
+   - 对 `custom_reward_function.path=...`（若出现）做 allowlist：
+       - 允许：`/private/users/<me>/code/...`（用户自行上传）
+
+**弱约束（warning，不阻塞）**
+- 未检测到 `data.train_files=`/`data.val_files=`（可能是用户写成了别的 key 或使用了 config file）
+- 未检测到 `+ray_kwargs.ray_init.address=auto`（v3.0/v3.5 推荐加，但用户可自行负责）
+
+> 说明：Advanced command 本质上属于“内部可信用户”能力，v3.5 不做强沙箱；安全检查以 best-effort 为主。
+
+---
+
+## 3. Custom Reward（仅方式 A：用户自己写）
+
+### 3.1 VERL 原生机制（本仓库 `verl/` 已调研）
+
+VERL PPO trainer 配置里支持：
+- `custom_reward_function.path`
+- `custom_reward_function.name`
+- `custom_reward_function.reward_kwargs`
+
+对应实现位置：
+- 配置模板：`verl/verl/trainer/config/ppo_trainer.yaml`
+- 加载逻辑：`verl/verl/trainer/ppo/reward.py:get_custom_reward_fn`
+- 典型 reward manager：`verl/verl/workers/reward_manager/naive.py` 会调用 `compute_score(...)`
+
+### 3.2 用户写法（示例）
+
+用户上传 `$HOME/code/reward.py`，在 command 里加：
+
+```bash
+custom_reward_function.path=$HOME/code/reward.py \
+custom_reward_function.name=compute_score
+```
+
+函数签名建议（与 `naive` reward manager 参数对齐）：
+
+```python
+def compute_score(*, data_source: str, solution_str: str, ground_truth: str, extra_info=None, **kwargs):
+    ...
+```
+
+### 3.3 平台侧只做检查（不做字段扩展）
+
+v3.5 限定 reward 注入方式为 “用户写 command”，平台只做：
+- 展开 `$HOME`
+- 若检测到 `custom_reward_function.path=`，校验 path 在 `$HOME/code/` 下
+- 不尝试解析/合并 reward_kwargs（用户自己写）
+
+---
+
+## 4. 服务层与 SFTPGo 的映射修改（你提出的关键点）
+
+v3.0 时代平台允许用户引用：
+- `/private/common/datasets/...`
+- `/private/common/hf/...`
+
+但现在 common 以 **SFTPGo virtual folder** 的形式呈现给用户（用户看到 `$HOME/common/...`，真实路径是 `/private/...`），因此 v3.5 的服务层需要做两件事：
+
+1) **用户侧语义（写 TaskSpec/command）**
+- 共享 datasets（只读）：`$HOME/common/datasets/...`
+- 共享 hf cache（只读）：`$HOME/common/hf/...`
+
+2) **运行时真实路径（提交到 Ray 前展开）**
+- `$HOME/common/datasets/...` → `/private/datasets/...`
+- `$HOME/common/hf/...` → `/private/hf/...`
+
+同时保留用户自有目录：
+- 用户 datasets：`$HOME/datasets/...`
+- 用户 models：`$HOME/models/...`
+- 用户 code（reward）：`$HOME/code/...`
+
+> 这部分主要影响：
+> - Advanced command 检查（allowlist）
+> - WebUI/Data 页面文案（告诉用户共享数据在哪里）
+
+> 兼容性建议：为了不影响 v3.0 期间已经习惯使用 `/private/common/datasets/...` 的用户/历史任务，
+> v3.5 实现阶段建议 **同时接受**：
+> - `/private/common/datasets/...`（旧路径语义，仍可读）
+> - `/private/datasets/...`（真实路径语义，推荐）
+> - Advanced command 里写的 `$HOME/common/datasets/...` 会先映射到 `/private/datasets/...`
+
+---
+
+## 5. 验收标准（精简版）
+
+### 5.1 Advanced command
+- 提交一个 Advanced PPO command（train/val 使用 `$HOME/common/datasets/...` 或 `$HOME/datasets/...`）
+- 确认：
+  - 任务从 QUEUED → SUBMITTED/RUNNING
+  - driver 在 worker 上（head 不跑训练）
+  - 训练能正常跑至少若干 step
+
+### 5.2 Custom reward（方式 A）
+- 用户上传 `$HOME/code/reward.py`
+- 在 command 中设置 `custom_reward_function.path=$HOME/code/reward.py`
+- 确认训练日志出现 `using customized reward function ...`
+
+---
+
+## 6. 待确认问题（需要你拍板/补充）
+
+1) Advanced command 的“强约束”是否需要更严格？
+   - 目前建议要求包含 `python3 -m verl.trainer.`，否则拒绝。
+   - 你是否允许用户跑非 verl 的命令（例如自定义评估脚本）？
+
+2) `$HOME/common/datasets` 与 `$HOME/common/hf` 两个映射目录在平台侧是否需要“强制只读”语义？
+   - 例如：TaskSpec 校验允许读取但禁止写入（目前设计是 best-effort 字符串级校验）。
+
+---
+
+## 7. 基于现有源码的改动点分析（实现清单）
+
+本节按当前 v3.0 已上线的源码结构（`src/mvp/py/argus/...`）逐文件列出 v3.5 需要的具体改动点，并评估对现有能力的影响面。
+
+### 7.1 TaskSpec/模型层（解析与兼容）
+
+**现状**
+- Basic TaskSpec 由 `argus.ray.models.JobSpec.from_dict()` 解析：`src/mvp/py/argus/ray/models.py`
+- API `/api/v2/tasks` 直接 `JobSpec.from_dict(obj)`，并基于字段做路径校验：`src/mvp/py/argus/service/app.py`
+- Scheduler 同样假定 jobspec_yaml 能解析为 `JobSpec`：`src/mvp/py/argus/service/scheduler.py`
+
+**v3.5 需要新增**
+1) 新增 `AdvancedTaskSpec` 数据结构（建议放在 `src/mvp/py/argus/ray/models.py`）：
+   - 必填：`kind: advanced`、`workload`（建议仍要求 ppo/grpo/sft，用于 task_id 命名与 UI 分类）、`nnodes`、`n_gpus_per_node`、`command`
+   - 可选：`submission_id`（由服务层 override）
+2) 新增 “union 解析”：
+   - 新增 `parse_taskspec(obj: dict) -> Basic(JobSpec) | Advanced(AdvancedTaskSpec)`
+   - 兼容策略：如果没有 `kind` 字段，则 **默认按 v3.0 Basic JobSpec 解析**（保证老客户端无感）。
+
+### 7.2 Builder 层（把 TaskSpec 转为可执行 argv）
+
+**现状**
+- `src/mvp/py/argus/ray/builders.py:build_training_argv(spec: JobSpec, ...)` 只支持模板化 PPO/GRPO/SFT。
+
+**v3.5 需要新增**
+1) 新增 `build_advanced_argv(command: str) -> list[str]`
+   - 推荐实现：返回 `["bash", "-lc", "<expanded_command>"]`
+   - 原因：用户 command 允许 `ENV=... python3 ... \` 多行以及 shell 语法，`bash -lc` 兼容性最好。
+2) Driver entrypoint 复用：
+   - 仍通过 `argus.ray.driver_entrypoint` 执行（统一 job_dir、日志与退出码）。
+
+### 7.3 RayJobTool 层（runtime_env 与提交）
+
+**现状**
+- `src/mvp/py/argus/ray/ray_job_tool.py:RayJobTool.submit(spec: JobSpec, ...)`：
+  - runtime_env 的 `PYTHONPATH` 由 `spec.code_path` 决定
+  - entrypoint 固定为 driver_entrypoint + builder 生成 argv
+
+**v3.5 需要新增**
+1) 扩展 submit 支持 AdvancedTaskSpec：
+   - 方案 A（最小侵入）：新增 `submit_advanced(...)` 方法，参数为 `command` + `job_dir` + `submission_id` + `nnodes/n_gpus...`
+   - 方案 B（统一接口）：新增内部抽象 `SubmitPlan`（包含 `runtime_env` + `entrypoint` + `artifacts`），Basic/Advanced 都生成 plan，再走同一 submit 逻辑。
+2) runtime_env 的 code path：
+   - 因 v3.5 本轮不做“自定义 verl code_path”，建议仍固定使用公共快照（例如 `/private/common/code/verl/verl_repo`）。
+   - 为减少散落常量，建议在 config 增加 `ray.verl_code_path`（或 `service.verl_code_path`），RayJobTool 统一读取。
+3) runtime_env 的用户代码目录（可选增强）：
+   - VERL 的自定义 reward 函数是通过 `custom_reward_function.path` 以“文件路径”动态 import 的，理论上不依赖 `PYTHONPATH`。
+   - 但用户的 `reward.py` 可能会 `import` 自己目录下的其他模块；为了提升易用性，可将
+     `/private/users/<user>/code` 追加到 job 的 `PYTHONPATH`。
+   - 这需要 RayJobTool.submit/submit_advanced 能感知 `user_id`（由 Scheduler 传入），属于小改动但要注意兼容性。
+
+### 7.4 API Server（提交校验、宏替换、spec 展示）
+
+**现状**
+- `POST /api/v2/tasks`：只支持 Basic JobSpec 且强校验 `code_path/train_file/val_file/model_id` 前缀：`src/mvp/py/argus/service/app.py`
+- `/api/v2/tasks/{task_id}/spec`：返回 resolved 的 Basic JobSpec（补默认值/补 submission_id）：`src/mvp/py/argus/service/app.py`
+
+**v3.5 需要新增/修改**
+1) `POST /api/v2/tasks` 分流：
+   - `kind != advanced`：走原 Basic 流程（兼容 v3.0）
+   - `kind == advanced`：走 Advanced 解析 + 校验
+2) Advanced command 宏替换与映射（核心）：
+   - 实现 `expand_command(user_id, command)`：
+     - 先把 `$HOME/common/datasets` → `/private/datasets`
+     - 再把 `$HOME/common/hf` → `/private/hf`
+     - 再把其余 `$HOME` → `/private/users/<user>`
+   - 校验使用 “展开后的 command”
+3) reward 注入检查（仅方式 A）：
+   - 若发现 `custom_reward_function.path=...`：
+     - 校验展开后的 path 前缀必须是 `/private/users/<me>/code/`
+4) `/api/v2/tasks/{task_id}/spec`：
+   - 需要支持返回 AdvancedTaskSpec 的 resolved 版本：
+     - 展示时可选择“原始 command”（含 `$HOME`）或“展开后的 command”（建议都展示：raw + expanded）
+
+### 7.5 Scheduler（队列与提交）
+
+**现状**
+- `src/mvp/py/argus/service/scheduler.py` 假定 jobspec_yaml 一定是 Basic JobSpec，并调用 `tool.submit(spec2, ...)`。
+
+**v3.5 需要新增**
+1) Scheduler 的 `_parse_jobspec` 替换为 `parse_taskspec`（支持 Basic/Advanced）。
+2) `_submit_one` 根据 spec 类型调用：
+   - Basic：保持现状 `tool.submit(JobSpec, ...)`
+   - Advanced：调用 `tool.submit_advanced(...)`（或统一 SubmitPlan）
+
+### 7.6 WebUI（最小改动）
+
+**现状**
+- `src/mvp/py/argus/service/ui.py` 的 New Task 页面只提供 Basic YAML 模板。
+
+**v3.5 需要新增**
+- 增加 “Advanced Task” 模板按钮：
+  - `kind: advanced`
+  - `workload: ppo|grpo|sft`（用于 UI 分类与 task_id）
+  - `nnodes/n_gpus_per_node`
+  - `command: | ...`（带中文注释）
+- Data 页面文案更新：
+  - 明确共享目录在 `$HOME/common/datasets`、`$HOME/common/hf`（并解释会映射到 `/private/datasets`、`/private/hf`）
+
+---
+
+## 8. 对现有功能的兼容性影响评估
+
+### 8.1 API/TaskSpec 兼容
+- 兼容策略：**没有 `kind` 字段的 YAML 一律按 v3.0 Basic JobSpec 解析**。
+  - 现有脚本/客户端（提交 ppo/grpo/sft 的 YAML）无需修改。
+- AdvancedTaskSpec 是新增能力，不影响既有任务状态机/DB。
+
+### 8.2 路径策略变更的影响
+风险点：v3.0 的 Basic 任务/模板大量使用 `/private/common/datasets/...`。
+
+建议：
+- v3.5 实现阶段先保持 “双栈兼容”：
+  - Basic 继续接受 `/private/common/datasets/...`（旧）
+  - 同时接受 `/private/datasets/...`（新/真实路径）
+- Advanced command 允许用户写 `$HOME/common/datasets/...`，服务层展开为 `/private/datasets/...`（避免虚拟目录不可见问题）。
+
+### 8.3 任务执行/调度兼容
+- Scheduler 队列/并发控制（`max_running_tasks`）保持不变。
+- 资源预检查仍只依赖 `nnodes/n_gpus_per_node`，AdvancedTaskSpec 不改变资源模型。
+
+### 8.4 安全边界变化
+- Advanced command 引入后，平台从“结构化参数”变成“执行用户命令”，安全边界变宽。
+- 缓解措施（best-effort）：
+  - 强约束要求命令包含 `python3 -m verl.trainer.`
+  - 基础路径隔离校验（禁止跨用户路径）
+  - reward 文件路径限制在 `$HOME/code`
+
+### 8.5 数据库兼容
+- DB schema 不强制变更：仍复用 `tasks.jobspec_yaml` 存储原始 YAML。
+- 若后续需要更强查询/过滤，再考虑增加 `tasks.kind` 字段（可选增量迁移）。
diff --git a/specs/mvp/v3.5/v3.5_dev_plan.md b/specs/mvp/v3.5/v3.5_dev_plan.md
new file mode 100644
index 0000000..b05682c
--- /dev/null
+++ b/specs/mvp/v3.5/v3.5_dev_plan.md
@@ -0,0 +1,200 @@
+# MVP v3.5（精简版）开发计划（TDD）
+
+> 目标：在 v3.0 已有能力基础上，仅新增两项能力：
+> 1) **Advanced TaskSpec（自定义 command）**
+> 2) **Custom Reward（方式 A：用户自己在 command 里写 `custom_reward_function.*`）**
+>
+> 设计依据：`specs/mvp/v3.5/v3.5_design.md`（本计划不再扩展 scope）。
+
+---
+
+## 0. 范围与约束
+
+### 0.1 In scope
+- 新增 `kind: advanced` 的 TaskSpec：用户提供 `command`，平台做 `$HOME` 宏替换与 best-effort 校验，再提交 Ray Job。
+- Custom Reward：平台仅做 **reward path 校验**（方式 A），不新增结构化字段。
+- `$HOME/common/*` 路径语义支持（关键）：用户在 SFTPGo/WebClient 看到的路径能被训练进程正确读取。
+
+### 0.2 Out of scope（本轮不做）
+- 自定义 verl 版本/代码路径（多版本共存）
+- 断点续训（resume from checkpoint）
+- IB/RoCEv2/NCCL 专项支持
+- Model Serving
+- Node management 改造（v3.0 的 stateless head/worker/watchdog/supervisor 机制保持不变）
+
+### 0.3 关键路径映射（必须保持一致）
+> 说明：SFTPGo 的 `$HOME/common/...` 是 **virtual folder**，训练进程看不到该虚拟路径。
+
+提交 Advanced command 前必须展开/映射：
+- `$HOME/common/datasets` → `/private/datasets`（只读语义）
+- `$HOME/common/hf` → `/private/hf`（只读语义）
+- 其余 `$HOME` → `/private/users/<user_id>`
+
+并且为兼容历史用法（v3.0）：
+- Basic TaskSpec 仍接受 `/private/common/datasets/...`、`/private/common/hf/...`（不强制迁移）。
+
+---
+
+## 1. 测试策略（TDD）
+
+### 1.1 单元测试优先级
+1) **解析与兼容**：`kind: advanced` 能解析；无 `kind` 仍按 Basic 解析，旧用法不破坏。
+2) **宏替换正确性**：`$HOME` / `$HOME/common/*` 映射严格按约定展开。
+3) **best-effort 校验**：拒绝明显危险/跨用户路径；对 reward path 做 allowlist。
+4) **提交链路**：Scheduler 能识别 Advanced spec 并调用对应的提交方法，确保 submission_id/目录规范不变。
+5) **WebUI/API**：New Task 模板与 `/spec` 展示完整 resolved spec（包含展开后的 command）。
+
+### 1.2 本地运行方式
+- 复用已有 `.venv`，执行：`.venv/bin/python -m pytest`
+- 若环境没有 pip，使用 uv 的方式参考 v3.0 约定（不在本计划重复）。
+
+---
+
+## 2. 里程碑划分（每个里程碑可独立验证）
+
+> 约定：每个里程碑先写测试（失败），再实现代码使测试通过；里程碑结束跑一遍 `pytest`。
+
+### M1 — TaskSpec 模型与解析（兼容优先）
+**目标**
+- 引入 AdvancedTaskSpec 数据结构与 union parser，同时保证 v3.0 Basic 行为不变。
+
+**新增/修改（建议位置）**
+- `src/mvp/py/argus/ray/models.py`
+  - 新增 `AdvancedTaskSpec`
+  - 新增 `parse_taskspec(obj: dict) -> JobSpec | AdvancedTaskSpec`
+  - 兼容策略：缺省 `kind` → 走 `JobSpec.from_dict`
+
+**测试（先写）**
+- `src/mvp/py/tests/test_models.py`
+  - `test_parse_taskspec_basic_no_kind_compat()`
+  - `test_parse_taskspec_advanced_smoke()`
+  - `test_parse_taskspec_advanced_requires_command_nnodes_gpus()`
+
+**验收**
+- `pytest -q` 通过；旧测试不修改或仅做最小必要更新。
+
+---
+
+### M2 — Advanced command 展开与校验（核心能力）
+**目标**
+- 实现 command 展开（含 `$HOME/common/*` 映射）与 best-effort 强约束校验。
+
+**实现点（建议新增模块）**
+- `src/mvp/py/argus/service/command_expand.py`（或放在 `argus/service/validation.py`）
+  - `expand_advanced_command(user_id: str, command: str) -> str`
+  - `validate_advanced_command(user_id: str, expanded_command: str) -> None`（失败抛 `ValueError`）
+
+**强约束（与设计文档一致）**
+- 必须包含 `python3` 且包含 `-m verl.trainer.`（否则 400）
+- 禁止出现 `/private/users/<other>/...`（跨用户路径）
+- 若检测到 `data.train_files=`/`data.val_files=`：
+  - 只允许 `/private/users/<me>/datasets/...` 或 `/private/datasets/...`
+  - （兼容）允许 `/private/common/datasets/...`（旧路径）
+- 若检测到 `custom_reward_function.path=`：
+  - 只允许 `/private/users/<me>/code/...`（展开后校验）
+
+**测试（先写）**
+- 新增：`src/mvp/py/tests/test_advanced_command.py`
+  - `test_expand_maps_home_common_datasets_to_private_datasets()`
+  - `test_expand_maps_home_common_hf_to_private_hf()`
+  - `test_expand_maps_home_to_private_users()`
+  - `test_validate_rejects_cross_user_paths()`
+  - `test_validate_requires_verl_trainer_entry()`
+  - `test_validate_allows_reward_path_under_user_code()`
+  - `test_validate_rejects_reward_path_outside_user_code()`
+
+**验收**
+- 单测覆盖映射/校验的正反例；错误信息可读（用于 API 400 detail）。
+
+---
+
+### M3 — Ray 提交链路支持 Advanced（Builder/Tool/Scheduler）
+**目标**
+- Advanced spec 能进入 scheduler 队列并提交为 Ray job（driver 仍落 worker）。
+
+**代码改动点（建议）**
+- `src/mvp/py/argus/ray/builders.py`
+  - 新增 `build_advanced_argv(command: str)`：返回 `["bash","-lc", expanded_command]`
+- `src/mvp/py/argus/ray/ray_job_tool.py`
+  - 新增 `submit_advanced(...)`（或统一成内部 submit plan）
+  - runtime_env：继续注入公共 verl code path（本轮不支持用户自定义 verl 代码）
+  - 可选：把 `/private/users/<user>/code` 加入 `PYTHONPATH`，提升 reward 代码 `import` 体验
+- `src/mvp/py/argus/service/scheduler.py`
+  - 使用 `parse_taskspec` 分流 Basic/Advanced
+  - Advanced 调用 `tool.submit_advanced(...)`
+
+**测试（先写）**
+- `src/mvp/py/tests/test_builders.py`
+  - `test_build_advanced_argv_uses_bash_lc()`
+- `src/mvp/py/tests/test_scheduler.py`
+  - 新增一个 `kind: advanced` 的任务，断言 scheduler 调用了 `submit_advanced`
+  - 断言 job_dir/submission_id 规则不变（仍按 `/private/users/<user>/jobs/<sid>`）
+- `src/mvp/py/tests/test_ray_job_tool.py`
+  - 断言 advanced 提交时 entrypoint 是 driver_entrypoint + `bash -lc ...`
+
+**验收**
+- 单测跑通；Scheduler tick 能完成 Advanced 任务从 QUEUED → SUBMITTED（mock Ray）。
+
+---
+
+### M4 — API & WebUI（最小功能闭环）
+**目标**
+- WebUI/HTTP API 能提交 Advanced Task，并在详情页看到 resolved spec（含完整 command）。
+
+**API 改动点**
+- `src/mvp/py/argus/service/app.py`
+  - `POST /api/v2/tasks`：支持 `kind: advanced`
+    - 保存 raw YAML（保持与 Basic 一致）
+    - 对 Advanced：展开 command + 校验（失败返回 400）
+  - `GET /api/v2/tasks/{task_id}/spec`：
+    - 返回 resolved spec（建议同时返回 raw + expanded，或 YAML 中直接给 expanded）
+
+**WebUI 改动点**
+- `src/mvp/py/argus/service/ui.py`
+  - New Task 页面新增 Advanced 模板（含中文注释）
+  - 文案强调共享目录：`$HOME/common/datasets`、`$HOME/common/hf`
+
+**测试（先写）**
+- `src/mvp/py/tests/test_app.py`
+  - `test_create_task_advanced_ok()`（最小 valid command）
+  - `test_create_task_advanced_rejects_invalid_command()`
+  - `test_task_spec_endpoint_includes_expanded_command()`
+- `src/mvp/py/tests/test_ui.py`
+  - 断言页面包含 Advanced 示例块
+
+**验收**
+- `pytest` 通过；浏览器可提交 Advanced YAML 并看到 expanded command。
+
+---
+
+### M5 — 端到端验证（远端 argus@h1）
+**目标**
+- 在真实 Ray cluster + VERL 环境下验证 Advanced 与 Custom Reward（方式 A）。
+
+**步骤（手工验收脚本化可选）**
+1) 启动 v3.0/v3.5 统一的 compose + API（沿用现有 `run_all` 脚本体系）
+2) 用户（如 `alice`）通过 SFTP 上传 reward 代码到：
+   - `$HOME/code/reward.py`（真实路径 `/private/users/alice/code/reward.py`）
+3) 通过 WebUI 或 curl 提交 Advanced task：
+   - `command` 中包含：
+     - `custom_reward_function.path=$HOME/code/reward.py`
+     - `custom_reward_function.name=compute_score`
+     - `data.train_files=$HOME/common/datasets/gsm8k/train.parquet`
+     - `data.val_files=$HOME/common/datasets/gsm8k/test.parquet`
+4) 检查：
+   - 任务状态从 QUEUED → RUNNING → SUCCEEDED/FAILED（有日志）
+   - driver 不在 head 上跑（dashboard 验证）
+   - 日志出现 “custom reward” 生效的提示（按 VERL 实际日志关键字确认）
+5) 回归：提交 Basic ppo/grpo/sft 任务仍可运行（确保兼容性）
+
+**验收**
+- Advanced task 能跑至少若干 step，且 reward 注入生效。
+- Basic 任务兼容不回退。
+
+---
+
+## 3. 风险点与边界（明确写进 PR/变更说明）
+- Advanced command 只做 best-effort 校验，不做完整 shell AST 解析；复杂命令可能存在漏检/误判（后续可扩展）。
+- `$HOME/common/*` 是“用户侧语义”，服务层必须映射到真实路径，否则训练必然 FileNotFound。
+- 校验策略（强约束）如果后续要允许非 VERL 命令，需要调整规则并补测试（本轮默认拒绝）。
+
diff --git a/src/mvp/py/argus/ray/builders.py b/src/mvp/py/argus/ray/builders.py
index 6bb7dfe..9f03dd9 100644
--- a/src/mvp/py/argus/ray/builders.py
+++ b/src/mvp/py/argus/ray/builders.py
@@ -97,3 +97,12 @@ def build_training_argv(spec: JobSpec, submission_id: str, job_dir: str) -> Buil
         return BuiltCommand(argv=argv)
 
     raise ValueError(f"unsupported workload: {spec.workload}")
+
+
+def build_advanced_argv(command: str) -> BuiltCommand:
+    """
+    Execute an arbitrary user-provided command under bash for maximum shell compatibility
+    (multiline, env vars, line continuations, etc.).
+    """
+
+    return BuiltCommand(argv=["bash", "-lc", command])
diff --git a/src/mvp/py/argus/ray/driver_entrypoint.py b/src/mvp/py/argus/ray/driver_entrypoint.py
index 9f99c58..5088405 100644
--- a/src/mvp/py/argus/ray/driver_entrypoint.py
+++ b/src/mvp/py/argus/ray/driver_entrypoint.py
@@ -35,6 +35,8 @@ def main() -> int:
 
     job_dir = Path(args.job_dir)
     job_dir.mkdir(parents=True, exist_ok=True)
+    os.environ.setdefault("MVP_JOB_DIR", str(job_dir))
+    os.chdir(job_dir)
 
     _preflight()
 
diff --git a/src/mvp/py/argus/ray/models.py b/src/mvp/py/argus/ray/models.py
index 4a4e74e..cd08d24 100644
--- a/src/mvp/py/argus/ray/models.py
+++ b/src/mvp/py/argus/ray/models.py
@@ -18,6 +18,7 @@ class RayConfig:
     entrypoint_resources: dict[str, float]
     runtime_env_env_vars: dict[str, str]
     user_code_path: str
+    verl_code_path: str
 
     @staticmethod
     def from_dict(d: dict[str, Any]) -> "RayConfig":
@@ -42,6 +43,7 @@ class RayConfig:
             entrypoint_resources={str(k): float(v) for k, v in entrypoint_resources.items()},
             runtime_env_env_vars={str(k): str(v) for k, v in env_vars.items()},
             user_code_path=str(d.get("user_code_path", f"{_require(d, 'shared_root')}/user/code")),
+            verl_code_path=str(d.get("verl_code_path", f"{_require(d, 'shared_root')}/common/code/verl/verl_repo")),
         )
 
     def to_public_dict(self) -> dict[str, Any]:
@@ -52,6 +54,7 @@ class RayConfig:
             "entrypoint_resources": self.entrypoint_resources,
             "runtime_env": {"env_vars": self.runtime_env_env_vars},
             "user_code_path": self.user_code_path,
+            "verl_code_path": self.verl_code_path,
         }
 
 
@@ -126,3 +129,55 @@ class JobSpec:
         if self.workload == "sft":
             out["trainer_device"] = self.trainer_device or "cpu"
         return out
+
+
+@dataclass(frozen=True)
+class AdvancedTaskSpec:
+    kind: str  # advanced
+    workload: str  # always "advanced" for classification/ID prefix
+    submission_id: str | None
+    nnodes: int
+    n_gpus_per_node: int
+    command: str
+
+    @staticmethod
+    def from_dict(d: dict[str, Any]) -> "AdvancedTaskSpec":
+        kind = str(_require(d, "kind"))
+        if kind != "advanced":
+            raise ValueError(f"unsupported taskspec kind: {kind}")
+
+        command = str(_require(d, "command"))
+
+        return AdvancedTaskSpec(
+            kind=kind,
+            workload="advanced",
+            submission_id=(str(d["submission_id"]) if d.get("submission_id") else None),
+            nnodes=int(_require(d, "nnodes")),
+            n_gpus_per_node=int(_require(d, "n_gpus_per_node")),
+            command=command,
+        )
+
+    def to_public_dict(self) -> dict[str, Any]:
+        return {
+            "kind": self.kind,
+            "workload": self.workload,
+            "submission_id": self.submission_id or "",
+            "nnodes": self.nnodes,
+            "n_gpus_per_node": self.n_gpus_per_node,
+            "command": self.command,
+        }
+
+
+def parse_taskspec(d: dict[str, Any]) -> JobSpec | AdvancedTaskSpec:
+    """
+    v3.x compatibility rule:
+    - If no "kind": treat as legacy/basic JobSpec.
+    - If kind == "advanced": parse AdvancedTaskSpec.
+    """
+
+    kind = d.get("kind")
+    if kind in (None, ""):
+        return JobSpec.from_dict(d)
+    if kind == "advanced":
+        return AdvancedTaskSpec.from_dict(d)
+    raise ValueError(f"unsupported taskspec kind: {kind}")
diff --git a/src/mvp/py/argus/ray/ray_job_tool.py b/src/mvp/py/argus/ray/ray_job_tool.py
index bff2f3e..a0077a2 100644
--- a/src/mvp/py/argus/ray/ray_job_tool.py
+++ b/src/mvp/py/argus/ray/ray_job_tool.py
@@ -10,8 +10,8 @@ from typing import Any
 import ray
 from ray.job_submission import JobSubmissionClient
 
-from .builders import build_training_argv
-from .models import JobSpec, RayConfig
+from .builders import build_advanced_argv, build_training_argv
+from .models import AdvancedTaskSpec, JobSpec, RayConfig
 from .yaml_io import dump_yaml
 
 
@@ -45,6 +45,9 @@ class RayJobTool:
         return f"{self.cfg.shared_root}/jobs/{submission_id}"
 
     def _runtime_env(self, spec: JobSpec) -> dict[str, Any]:
+        return self._runtime_env_for(code_path=spec.code_path, workload=spec.workload)
+
+    def _runtime_env_for(self, *, code_path: str, workload: str, extra_pythonpath: list[str] | None = None) -> dict[str, Any]:
         env_vars = dict(self.cfg.runtime_env_env_vars)
 
         # Default HF cache
@@ -57,18 +60,18 @@ class RayJobTool:
         # Place it before verl code to avoid interfering with verl import priority.
         tool_code_path = os.environ.get("MVP_TOOL_CODE_PATH", "/workspace/mvp/py")
 
-        user_code_path = self.cfg.user_code_path
-        code_path = spec.code_path
-
         existing = env_vars.get("PYTHONPATH", "")
-        prefix = f"{tool_code_path}:{code_path}:{user_code_path}"
+        base_parts = [tool_code_path, code_path, self.cfg.user_code_path]
+        if extra_pythonpath:
+            base_parts.extend(extra_pythonpath)
+        prefix = ":".join(base_parts)
         env_vars["PYTHONPATH"] = f"{prefix}:{existing}" if existing else prefix
 
         # For debugging / log visibility
         env_vars["MVP_CODE_PATH"] = code_path
 
         # SFT: ensure ray.init() connects to the cluster
-        if spec.workload == "sft":
+        if workload == "sft":
             env_vars.setdefault("RAY_ADDRESS", "auto")
 
         return {"env_vars": env_vars}
@@ -146,6 +149,91 @@ class RayJobTool:
 
         return submitted
 
+    def submit_advanced(
+        self,
+        spec: AdvancedTaskSpec,
+        no_wait: bool,
+        job_dir: str | None = None,
+        user_id: str | None = None,
+    ) -> str:
+        submission_id = spec.submission_id or f"mvp11_{spec.workload}_{_ts()}_{os.getpid()}"
+        job_dir = job_dir or self._job_dir(submission_id)
+
+        built = build_advanced_argv(spec.command)
+        entrypoint_argv = [
+            "python3",
+            "-m",
+            "argus.ray.driver_entrypoint",
+            "--job-dir",
+            job_dir,
+            *built.argv,
+        ]
+        entrypoint = " ".join(shlex.quote(x) for x in entrypoint_argv)
+
+        extra_pythonpath: list[str] = []
+        if user_id:
+            extra_pythonpath.append(f"{self.cfg.shared_root}/users/{user_id}/code")
+
+        runtime_env = self._runtime_env_for(code_path=self.cfg.verl_code_path, workload=spec.workload, extra_pythonpath=extra_pythonpath)
+
+        # Prepare job artifacts directory
+        job_root = Path(job_dir)
+        _mkdir(job_root / "config")
+        _mkdir(job_root / "logs")
+        _mkdir(job_root / "debug")
+        _mkdir(job_root / "checkpoints")
+
+        _write_text(job_root / "config" / "ray_config.yaml", dump_yaml(self.cfg.to_public_dict()))
+        _write_text(job_root / "config" / "taskspec.yaml", dump_yaml(spec.to_public_dict()))
+        _write_json(
+            job_root / "config" / "submit_payload.json",
+            {
+                "submission_id": submission_id,
+                "address": self.cfg.address,
+                "entrypoint": entrypoint,
+                "entrypoint_num_cpus": self.cfg.entrypoint_num_cpus,
+                "entrypoint_resources": self.cfg.entrypoint_resources,
+                "runtime_env": runtime_env,
+            },
+        )
+
+        # Pre-submit debug snapshot (ray cluster resources via ray.init)
+        try:
+            ray.init(address="auto", ignore_reinit_error=True, log_to_driver=False)
+            _write_json(job_root / "debug" / "ray_cluster_resources_pre.json", ray.cluster_resources())
+            _write_json(job_root / "debug" / "ray_available_resources_pre.json", ray.available_resources())
+        except Exception as e:
+            _write_text(job_root / "debug" / "ray_resources_pre.error.txt", repr(e) + "\n")
+
+        try:
+            submitted = self.client.submit_job(
+                entrypoint=entrypoint,
+                submission_id=submission_id,
+                runtime_env=runtime_env,
+                entrypoint_num_cpus=self.cfg.entrypoint_num_cpus,
+                entrypoint_resources=self.cfg.entrypoint_resources,
+            )
+        except Exception as e:
+            _write_text(job_root / "logs" / "submit.error.txt", repr(e) + "\n")
+            raise
+
+        _write_text(job_root / "config" / "ray_submission_id.txt", submitted + "\n")
+
+        # Post-submit debug snapshot via SDK
+        try:
+            jobs = self.client.list_jobs()
+            _write_text(
+                job_root / "debug" / "ray_job_list_post.json",
+                json.dumps([_job_details_to_dict(j) for j in jobs], indent=2) + "\n",
+            )
+        except Exception as e:
+            _write_text(job_root / "debug" / "ray_job_list_post.error.txt", repr(e) + "\n")
+
+        if not no_wait:
+            pass
+
+        return submitted
+
     def status(self, submission_id: str) -> str:
         return str(self.client.get_job_status(submission_id))
 
diff --git a/src/mvp/py/argus/service/advanced_command.py b/src/mvp/py/argus/service/advanced_command.py
new file mode 100644
index 0000000..4ee699a
--- /dev/null
+++ b/src/mvp/py/argus/service/advanced_command.py
@@ -0,0 +1,75 @@
+from __future__ import annotations
+
+import re
+
+
+_RE_PRIVATE_USER = re.compile(r"/private/users/([^/\s\"']+)")
+_RE_TRAIN_FILES = re.compile(r"data\.train_files=([^\s\\]+)")
+_RE_VAL_FILES = re.compile(r"data\.val_files=([^\s\\]+)")
+_RE_REWARD_PATH = re.compile(r"custom_reward_function\.path=([^\s\\]+)")
+
+
+def _strip_quotes(s: str) -> str:
+    s = s.strip()
+    if len(s) >= 2 and s[0] == s[-1] and s[0] in ("'", '"'):
+        return s[1:-1]
+    return s
+
+
+def expand_advanced_command(*, user_id: str, command: str) -> str:
+    """
+    Expand user-facing macros into real container paths.
+
+    Important: `$HOME/common/...` is a SFTPGo virtual folder; the training process
+    cannot see it. We map those paths to real shared mounts.
+    """
+
+    home = f"/private/users/{user_id}"
+    expanded = command
+    expanded = expanded.replace("$HOME/common/datasets", "/private/datasets")
+    expanded = expanded.replace("$HOME/common/hf", "/private/hf")
+    expanded = expanded.replace("$HOME", home)
+    return expanded
+
+
+def validate_advanced_command(*, user_id: str, expanded_command: str) -> None:
+    """
+    Best-effort validation for advanced commands.
+
+    Strong constraints (raise ValueError on failure):
+    - Must include a python3 VERL trainer entrypoint
+    - Must not reference other users' /private/users/<other>/... paths
+    - If train/val files are present, must be under allowed roots
+    - If reward path is present, must be under /private/users/<me>/code/...
+    """
+
+    if "python3" not in expanded_command or "-m verl.trainer." not in expanded_command:
+        raise ValueError("command must include 'python3' and '-m verl.trainer.'")
+
+    for other in _RE_PRIVATE_USER.findall(expanded_command):
+        if other != user_id:
+            raise ValueError(f"command references another user's path: /private/users/{other}/...")
+
+    allowed_dataset_prefixes = (
+        f"/private/users/{user_id}/datasets/",
+        "/private/datasets/",
+        # Backward compatible with v3.0 paths used by existing templates/users.
+        "/private/common/datasets/",
+    )
+
+    for m in _RE_TRAIN_FILES.finditer(expanded_command):
+        path = _strip_quotes(m.group(1))
+        if not path.startswith(allowed_dataset_prefixes):
+            raise ValueError(f"train_file must be under allowed roots, got: {path}")
+
+    for m in _RE_VAL_FILES.finditer(expanded_command):
+        path = _strip_quotes(m.group(1))
+        if not path.startswith(allowed_dataset_prefixes):
+            raise ValueError(f"val_file must be under allowed roots, got: {path}")
+
+    for m in _RE_REWARD_PATH.finditer(expanded_command):
+        path = _strip_quotes(m.group(1))
+        allow = f"/private/users/{user_id}/code/"
+        if not path.startswith(allow):
+            raise ValueError(f"reward path must be under {allow}, got: {path}")
+
diff --git a/src/mvp/py/argus/service/app.py b/src/mvp/py/argus/service/app.py
index 6d9c0f9..7bcb2f0 100644
--- a/src/mvp/py/argus/service/app.py
+++ b/src/mvp/py/argus/service/app.py
@@ -9,8 +9,9 @@ import yaml
 from fastapi import FastAPI, HTTPException, Request, Response
 
 from argus.core.ids import new_task_id
-from argus.ray.models import JobSpec, RayConfig
+from argus.ray.models import AdvancedTaskSpec, JobSpec, RayConfig, parse_taskspec
 
+from .advanced_command import expand_advanced_command, validate_advanced_command
 from .config import V2Config
 from .db import Db
 from .janitor import JobsJanitor
@@ -316,23 +317,52 @@ def create_app(config_path: str) -> FastAPI:
     async def submit_task(req: Request) -> dict[str, Any]:
         subject = _auth(req)
         body = (await req.body()).decode("utf-8")
-        obj = yaml.safe_load(body) or {}
+        try:
+            obj = yaml.safe_load(body) or {}
+        except Exception as e:
+            # yaml.YAMLError and similar should be a user-facing 400, not a 500.
+            raise HTTPException(status_code=400, detail=f"invalid YAML: {e!r}")
         if not isinstance(obj, dict):
             raise HTTPException(status_code=400, detail="jobspec must be a YAML mapping")
 
         try:
-            spec = JobSpec.from_dict(obj)
+            spec = parse_taskspec(obj)
         except Exception as e:
             raise HTTPException(status_code=400, detail=f"invalid jobspec: {e!r}")
 
-        # v3.0 path policy:
+        root = ray_cfg.shared_root.rstrip("/")
+        user_id = str(subject["user_id"]).strip()
+        task_id = new_task_id(str(spec.workload), user_id=user_id)
+
+        # v3.5: Advanced TaskSpec (custom command)
+        if isinstance(spec, AdvancedTaskSpec):
+            expanded = expand_advanced_command(user_id=user_id, command=spec.command)
+            try:
+                validate_advanced_command(user_id=user_id, expanded_command=expanded)
+            except Exception as e:
+                raise HTTPException(status_code=400, detail=f"invalid command: {e!r}")
+
+            stored = spec.to_public_dict()
+            stored["command"] = expanded
+            stored_yaml = yaml.safe_dump(stored, sort_keys=False)
+
+            db.create_task_v25(
+                task_id=task_id,
+                user_id=user_id,
+                workload=spec.workload,
+                jobspec_yaml=stored_yaml,
+                nnodes=spec.nnodes,
+                n_gpus_per_node=spec.n_gpus_per_node,
+            )
+            return {"task_id": task_id, "state": "QUEUED"}
+
+        # v3.0 path policy (Basic JobSpec):
         # - code_path: only allow /private/common/...
         # - train/val: allow /private/common/datasets/... OR /private/users/<me>/datasets/...
         # - model_id: if it looks like a local path (/private/...), allow only models dirs:
         #   /private/common/models/... OR /private/users/<me>/models/...
-        root = ray_cfg.shared_root.rstrip("/")
         common_prefix = f"{root}/common/"
-        user_prefix = f"{root}/users/{str(subject['user_id']).strip()}/"
+        user_prefix = f"{root}/users/{user_id}/"
 
         common_datasets_prefix = f"{common_prefix}datasets/"
         user_datasets_prefix = f"{user_prefix}datasets/"
@@ -360,15 +390,17 @@ def create_app(config_path: str) -> FastAPI:
                     detail=f"model_id local path must start with {common_models_prefix} or {user_models_prefix}",
                 )
 
-        task_id = new_task_id(spec.workload, user_id=str(subject["user_id"]))
-        db.create_task_v25(
-            task_id=task_id,
-            user_id=str(subject["user_id"]),
-            workload=spec.workload,
-            jobspec_yaml=body,
-            nnodes=spec.nnodes,
-            n_gpus_per_node=spec.n_gpus_per_node,
-        )
+        try:
+            db.create_task_v25(
+                task_id=task_id,
+                user_id=user_id,
+                workload=spec.workload,
+                jobspec_yaml=body,
+                nnodes=spec.nnodes,
+                n_gpus_per_node=spec.n_gpus_per_node,
+            )
+        except Exception as e:
+            raise HTTPException(status_code=500, detail=f"db create task failed: {e!r}")
         return {"task_id": task_id, "state": "QUEUED"}
 
     @app.get("/api/v2/tasks/{task_id}")
@@ -428,7 +460,7 @@ def create_app(config_path: str) -> FastAPI:
             obj = yaml.safe_load(raw) or {}
             if not isinstance(obj, dict):
                 raise ValueError("jobspec must be a YAML mapping")
-            spec = JobSpec.from_dict(obj)
+            spec = parse_taskspec(obj)
             resolved = spec.to_public_dict()
             attempts = db.list_attempts(task_id)
             if attempts:
diff --git a/src/mvp/py/argus/service/scheduler.py b/src/mvp/py/argus/service/scheduler.py
index 0e57253..c9b975e 100644
--- a/src/mvp/py/argus/service/scheduler.py
+++ b/src/mvp/py/argus/service/scheduler.py
@@ -9,7 +9,7 @@ from typing import Any
 import yaml
 
 from argus.core.ids import attempt_submission_id
-from argus.ray.models import JobSpec, RayConfig
+from argus.ray.models import AdvancedTaskSpec, JobSpec, RayConfig, parse_taskspec
 from argus.ray.ray_job_tool import RayJobTool
 
 from .config import V2Config
@@ -48,11 +48,11 @@ class Scheduler:
         required = float(nnodes * n_gpus_per_node)
         return avail.total_available_gpus >= required
 
-    def _parse_jobspec(self, jobspec_yaml: str) -> JobSpec:
+    def _parse_taskspec(self, jobspec_yaml: str) -> JobSpec | AdvancedTaskSpec:
         obj = yaml.safe_load(jobspec_yaml) or {}
         if not isinstance(obj, dict):
             raise ValueError("jobspec must be a YAML mapping")
-        return JobSpec.from_dict(obj)
+        return parse_taskspec(obj)
 
     def _submit_one(self, task_row: dict[str, Any]) -> None:
         task_id = str(task_row["task_id"])
@@ -60,7 +60,7 @@ class Scheduler:
         user_id = task_row.get("user_id")
         user_id_s = str(user_id) if user_id not in (None, "") else None
 
-        spec = self._parse_jobspec(jobspec_yaml)
+        spec = self._parse_taskspec(jobspec_yaml)
         attempt_no = int(task_row.get("latest_attempt_no", 0)) + 1
         ray_sid = attempt_submission_id(task_id, attempt_no)
         job_dir = self._job_dir_for_task(user_id=user_id_s, ray_submission_id=ray_sid)
@@ -69,13 +69,20 @@ class Scheduler:
         self.db.create_attempt(task_id=task_id, attempt_no=attempt_no, ray_submission_id=ray_sid)
         self.db.set_task_state(task_id=task_id, state="SUBMITTING", latest_attempt_no=attempt_no)
 
-        # Override submission_id in jobspec (v1.1 compatible)
-        d = spec.to_public_dict()
-        d["submission_id"] = ray_sid
-        spec2 = JobSpec.from_dict(d)
+        # Override submission_id in taskspec (v1.1 compatible)
+        if isinstance(spec, JobSpec):
+            d = spec.to_public_dict()
+            d["submission_id"] = ray_sid
+            spec2 = JobSpec.from_dict(d)
+            submit = lambda: self.tool.submit(spec2, no_wait=True, job_dir=job_dir)
+        else:
+            d = spec.to_public_dict()
+            d["submission_id"] = ray_sid
+            spec2 = AdvancedTaskSpec.from_dict(d)
+            submit = lambda: self.tool.submit_advanced(spec2, no_wait=True, job_dir=job_dir, user_id=user_id_s)
 
         try:
-            submitted = self.tool.submit(spec2, no_wait=True, job_dir=job_dir)
+            submitted = submit()
             # submitted should equal ray_sid; keep as source of truth.
             self.db.update_attempt(task_id=task_id, attempt_no=attempt_no, ray_status="SUBMITTED")
             self.db.set_task_state(task_id=task_id, state="SUBMITTED")
diff --git a/src/mvp/py/argus/service/ui.py b/src/mvp/py/argus/service/ui.py
index f8172f2..133a3a8 100644
--- a/src/mvp/py/argus/service/ui.py
+++ b/src/mvp/py/argus/service/ui.py
@@ -329,16 +329,71 @@ val_file: /private/common/datasets/gsm8k_sft/test.parquet  # 验证数据（必
 
 # trainer_device: cpu  # 仅 SFT 生效：driver 侧 device（可选，默认：cpu）
 # submission_id: ""  # Ray submission_id（可选，默认空；通常由服务自动生成，无需填写）
+""".strip()
+        adv = """# Advanced TaskSpec (YAML) - v3.5
+kind: advanced  # 任务类型（必填）：advanced（自定义 command）
+# 说明：v3.5 中 Advanced 任务不会按 ppo/grpo/sft 分类；平台统一按 "advanced" 做任务分类与 task_id 命名。
+
+nnodes: 2  # 训练节点数（必填）：用于平台队列调度与资源预检查
+n_gpus_per_node: 4  # 每节点 GPU 数（必填）：用于平台队列调度与资源预检查
+
+# 自定义训练命令（必填）：平台会做 $HOME 宏替换：
+# - $HOME -> /private/users/<user>
+# - $HOME/common/datasets -> /private/datasets（共享只读数据）
+# - $HOME/common/hf -> /private/hf（共享只读 HF cache）
+command: |
+  # 注意：PPO 需要一些关键参数，否则 VERL 会在启动前 fail-fast（例如 actor 的 micro batch）。
+  PYTHONUNBUFFERED=1 \
+  python3 -m verl.trainer.main_ppo \
+    data.train_files=$HOME/common/datasets/gsm8k/train.parquet \
+    data.val_files=$HOME/common/datasets/gsm8k/test.parquet \
+    data.train_batch_size=256 \
+    data.max_prompt_length=512 \
+    data.max_response_length=512 \
+    actor_rollout_ref.model.path=Qwen/Qwen2.5-0.5B-Instruct \
+    actor_rollout_ref.actor.optim.lr=1e-6 \
+    actor_rollout_ref.actor.ppo_mini_batch_size=64 \
+    actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=4 \
+    actor_rollout_ref.rollout.name=sglang \
+    actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=8 \
+    actor_rollout_ref.rollout.tensor_model_parallel_size=1 \
+    actor_rollout_ref.rollout.gpu_memory_utilization=0.4 \
+    actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=4 \
+    critic.optim.lr=1e-5 \
+    critic.model.path=Qwen/Qwen2.5-0.5B-Instruct \
+    critic.ppo_micro_batch_size_per_gpu=4 \
+    algorithm.kl_ctrl.kl_coef=0.001 \
+    trainer.logger=console \
+    trainer.val_before_train=False \
+    trainer.nnodes=2 \
+    trainer.n_gpus_per_node=4 \
+    trainer.total_epochs=1 \
+    trainer.total_training_steps=10 \
+    trainer.save_freq=10 \
+    trainer.test_freq=-1 \
+    trainer.resume_mode=disable \
+    trainer.default_local_dir=checkpoints \
+    +ray_kwargs.ray_init.address=auto \
+    hydra.run.dir=logs/hydra
+
+# 可选：自定义 reward（方式 A：直接写在 command 里）
+# command 里增加如下 overrides：
+#   custom_reward_function.path=$HOME/code/reward.py
+#   custom_reward_function.name=compute_score
 """.strip()
         body = f"""
 <h1>New Task</h1>
 <div class="card">
-  <div class="muted">Paste TaskSpec YAML and submit to API server. Note: <code>code_path</code> is required (v3.0 does not execute user code; use the common snapshot).</div>
+  <div class="muted">
+    Paste TaskSpec YAML and submit to API server.
+    Basic tasks require <code>code_path</code>; Advanced tasks use <code>kind: advanced</code> with a custom <code>command</code>.
+  </div>
   <div style="height:10px"></div>
   <div class="row">
     <button class="btn" id="tpl-ppo">PPO example</button>
     <button class="btn" id="tpl-grpo">GRPO example</button>
     <button class="btn" id="tpl-sft">SFT example</button>
+    <button class="btn" id="tpl-adv">Advanced example</button>
   </div>
   <div style="height:10px"></div>
   <textarea id="yaml" rows="16">{html.escape(ppo)}</textarea>
@@ -354,6 +409,7 @@ val_file: /private/common/datasets/gsm8k_sft/test.parquet  # 验证数据（必
         tpl_ppo = json.dumps(ppo)
         tpl_grpo = json.dumps(grpo)
         tpl_sft = json.dumps(sft)
+        tpl_adv = json.dumps(adv)
         script = (
             """
 const msg = document.getElementById("msg");
@@ -361,9 +417,11 @@ const yamlEl = document.getElementById("yaml");
 const TPL_PPO = __TPL_PPO__;
 const TPL_GRPO = __TPL_GRPO__;
 const TPL_SFT = __TPL_SFT__;
+const TPL_ADV = __TPL_ADV__;
 document.getElementById("tpl-ppo").onclick = () => { yamlEl.value = TPL_PPO; msg.textContent = ""; };
 document.getElementById("tpl-grpo").onclick = () => { yamlEl.value = TPL_GRPO; msg.textContent = ""; };
 document.getElementById("tpl-sft").onclick = () => { yamlEl.value = TPL_SFT; msg.textContent = ""; };
+document.getElementById("tpl-adv").onclick = () => { yamlEl.value = TPL_ADV; msg.textContent = ""; };
 document.getElementById("submit").onclick = async () => {
   msg.textContent = "Submitting...";
   const body = yamlEl.value;
@@ -378,6 +436,7 @@ document.getElementById("submit").onclick = async () => {
             .replace("__TPL_PPO__", tpl_ppo)
             .replace("__TPL_GRPO__", tpl_grpo)
             .replace("__TPL_SFT__", tpl_sft)
+            .replace("__TPL_ADV__", tpl_adv)
         )
         return HTMLResponse(content=_page("New Task", "new", body, script))
 
diff --git a/src/mvp/py/tests/test_advanced_command.py b/src/mvp/py/tests/test_advanced_command.py
new file mode 100644
index 0000000..118e848
--- /dev/null
+++ b/src/mvp/py/tests/test_advanced_command.py
@@ -0,0 +1,74 @@
+from __future__ import annotations
+
+import pytest
+
+from argus.service.advanced_command import expand_advanced_command, validate_advanced_command
+
+
+def test_expand_maps_home_common_datasets_to_private_datasets():
+    cmd = "python3 -m verl.trainer.main_ppo data.train_files=$HOME/common/datasets/gsm8k/train.parquet"
+    expanded = expand_advanced_command(user_id="alice", command=cmd)
+    assert "/private/datasets/gsm8k/train.parquet" in expanded
+    assert "$HOME/common/datasets" not in expanded
+
+
+def test_expand_maps_home_common_hf_to_private_hf():
+    cmd = "python3 -m verl.trainer.main_ppo HF_HOME=$HOME/common/hf"
+    expanded = expand_advanced_command(user_id="alice", command=cmd)
+    assert "HF_HOME=/private/hf" in expanded
+
+
+def test_expand_maps_home_to_private_users():
+    cmd = "python3 -m verl.trainer.main_ppo data.train_files=$HOME/datasets/x.parquet"
+    expanded = expand_advanced_command(user_id="alice", command=cmd)
+    assert "data.train_files=/private/users/alice/datasets/x.parquet" in expanded
+
+
+def test_validate_requires_verl_trainer_entry():
+    with pytest.raises(ValueError, match="verl\\.trainer"):
+        validate_advanced_command(user_id="alice", expanded_command="echo hi")
+
+
+def test_validate_rejects_cross_user_paths():
+    cmd = "python3 -m verl.trainer.main_ppo x=/private/users/bob/datasets/x"
+    with pytest.raises(ValueError, match="another user's path"):
+        validate_advanced_command(user_id="alice", expanded_command=cmd)
+
+
+def test_validate_allows_train_val_under_allowed_roots():
+    cmd = (
+        "python3 -m verl.trainer.main_ppo "
+        "data.train_files=/private/datasets/gsm8k/train.parquet "
+        "data.val_files=/private/users/alice/datasets/gsm8k/test.parquet"
+    )
+    validate_advanced_command(user_id="alice", expanded_command=cmd)
+
+
+def test_validate_rejects_train_val_outside_allowed_roots():
+    cmd = (
+        "python3 -m verl.trainer.main_ppo "
+        "data.train_files=/etc/passwd "
+        "data.val_files=/private/datasets/gsm8k/test.parquet"
+    )
+    with pytest.raises(ValueError, match="train_file must be under allowed roots"):
+        validate_advanced_command(user_id="alice", expanded_command=cmd)
+
+
+def test_validate_allows_reward_path_under_user_code():
+    cmd = (
+        "python3 -m verl.trainer.main_ppo "
+        "custom_reward_function.path=/private/users/alice/code/reward.py "
+        "custom_reward_function.name=compute_score"
+    )
+    validate_advanced_command(user_id="alice", expanded_command=cmd)
+
+
+def test_validate_rejects_reward_path_outside_user_code():
+    cmd = (
+        "python3 -m verl.trainer.main_ppo "
+        "custom_reward_function.path=/private/datasets/reward.py "
+        "custom_reward_function.name=compute_score"
+    )
+    with pytest.raises(ValueError, match="reward path must be under"):
+        validate_advanced_command(user_id="alice", expanded_command=cmd)
+
diff --git a/src/mvp/py/tests/test_app.py b/src/mvp/py/tests/test_app.py
index 175a89b..fd97d19 100644
--- a/src/mvp/py/tests/test_app.py
+++ b/src/mvp/py/tests/test_app.py
@@ -185,6 +185,29 @@ def test_submit_rejects_non_mapping_jobspec(tmp_path: Path, monkeypatch):
         assert r.status_code == 400
 
 
+def test_submit_rejects_invalid_yaml_returns_400(tmp_path: Path, monkeypatch):
+    from argus.service import app as app_mod
+
+    cfg_path = _write_config(tmp_path)
+    monkeypatch.setenv("MVP_INTERNAL_TOKEN", "token1")
+
+    class _Scheduler:
+        def __init__(self, **kwargs):
+            self.tool = object()
+
+        def run_forever(self, stop_flag):
+            return None
+
+    monkeypatch.setattr(app_mod, "Scheduler", _Scheduler)
+    app = app_mod.create_app(str(cfg_path))
+
+    with TestClient(app) as c:
+        # YAML parse error: unclosed quote
+        r = c.post("/api/v2/tasks", headers={"authorization": "Bearer token1"}, data="workload: \"ppo\n")
+        assert r.status_code == 400
+        assert "invalid YAML" in r.text
+
+
 def test_submit_rejects_invalid_jobspec(tmp_path: Path, monkeypatch):
     from argus.service import app as app_mod
 
@@ -206,6 +229,99 @@ def test_submit_rejects_invalid_jobspec(tmp_path: Path, monkeypatch):
         assert r.status_code == 400
 
 
+def test_submit_advanced_ok_and_command_expanded(tmp_path: Path, monkeypatch):
+    from argus.service import app as app_mod
+
+    cfg_path = _write_config(tmp_path)
+    monkeypatch.setenv("MVP_INTERNAL_TOKEN", "admin-token")
+    monkeypatch.setattr(app_mod, "new_task_id", lambda workload, **kwargs: "tid_adv")
+
+    class _Scheduler:
+        def __init__(self, **kwargs):
+            self.tool = object()
+
+        def run_forever(self, stop_flag):
+            return None
+
+    monkeypatch.setattr(app_mod, "Scheduler", _Scheduler)
+    app = app_mod.create_app(str(cfg_path))
+
+    # seed user + token
+    from argus.service.config import V2Config
+    from argus.service.db import Db
+
+    root = yaml.safe_load(cfg_path.read_text(encoding="utf-8"))
+    v2_cfg = V2Config.from_root_dict(root)
+    db = Db(v2_cfg.sqlite.db_path)
+    db.create_user(user_id="u1", display_name=None)
+    token = db.issue_token(user_id="u1")
+
+    spec = """
+kind: advanced
+workload: ppo
+nnodes: 2
+n_gpus_per_node: 4
+command: |
+  python3 -m verl.trainer.main_ppo \\
+    data.train_files=$HOME/common/datasets/gsm8k/train.parquet \\
+    data.val_files=$HOME/datasets/gsm8k/test.parquet \\
+    +ray_kwargs.ray_init.address=auto
+""".lstrip()
+
+    with TestClient(app) as c:
+        r = c.post("/api/v2/tasks", headers={"authorization": f"Bearer {token}"}, data=spec)
+        assert r.status_code == 200
+        assert r.json()["task_id"] == "tid_adv"
+
+        r2 = c.get("/api/v2/tasks/tid_adv/spec", headers={"authorization": f"Bearer {token}"})
+        assert r2.status_code == 200
+        assert "kind: advanced" in r2.text
+        # Expanded mapping for SFTPGo "virtual common" folders:
+        assert "/private/datasets/gsm8k/train.parquet" in r2.text
+        assert "/private/users/u1/datasets/gsm8k/test.parquet" in r2.text
+
+
+def test_submit_advanced_rejects_invalid_command(tmp_path: Path, monkeypatch):
+    from argus.service import app as app_mod
+
+    cfg_path = _write_config(tmp_path)
+    monkeypatch.setenv("MVP_INTERNAL_TOKEN", "admin-token")
+
+    class _Scheduler:
+        def __init__(self, **kwargs):
+            self.tool = object()
+
+        def run_forever(self, stop_flag):
+            return None
+
+    monkeypatch.setattr(app_mod, "Scheduler", _Scheduler)
+    app = app_mod.create_app(str(cfg_path))
+
+    # seed user + token
+    from argus.service.config import V2Config
+    from argus.service.db import Db
+
+    root = yaml.safe_load(cfg_path.read_text(encoding="utf-8"))
+    v2_cfg = V2Config.from_root_dict(root)
+    db = Db(v2_cfg.sqlite.db_path)
+    db.create_user(user_id="u1", display_name=None)
+    token = db.issue_token(user_id="u1")
+
+    bad = """
+kind: advanced
+workload: ppo
+nnodes: 2
+n_gpus_per_node: 4
+command: |
+  echo hello
+""".lstrip()
+
+    with TestClient(app) as c:
+        r = c.post("/api/v2/tasks", headers={"authorization": f"Bearer {token}"}, data=bad)
+        assert r.status_code == 400
+        assert "invalid command" in r.text
+
+
 def test_me_sftp_reset_password_disabled_returns_400(tmp_path: Path, monkeypatch):
     from argus.service import app as app_mod
 
diff --git a/src/mvp/py/tests/test_builders.py b/src/mvp/py/tests/test_builders.py
index 8704836..74f48d7 100644
--- a/src/mvp/py/tests/test_builders.py
+++ b/src/mvp/py/tests/test_builders.py
@@ -56,3 +56,10 @@ def test_build_training_argv_unsupported_raises():
     spec = _base_spec("bad")
     with pytest.raises(ValueError, match="unsupported workload"):
         build_training_argv(spec, submission_id="sid", job_dir="/job")
+
+
+def test_build_advanced_argv_uses_bash_lc():
+    from argus.ray.builders import build_advanced_argv
+
+    built = build_advanced_argv("echo hi")
+    assert built.argv[:2] == ["bash", "-lc"]
diff --git a/src/mvp/py/tests/test_driver_entrypoint.py b/src/mvp/py/tests/test_driver_entrypoint.py
index 34046c6..4902bbf 100644
--- a/src/mvp/py/tests/test_driver_entrypoint.py
+++ b/src/mvp/py/tests/test_driver_entrypoint.py
@@ -18,8 +18,10 @@ def test_driver_entrypoint_strips_double_dash_and_returns_code(monkeypatch, tmp_
         returncode = 7
 
     monkeypatch.setattr(mod.subprocess, "run", lambda cmd, check: _Proc())
+    got = {}
+    monkeypatch.setattr(mod.os, "chdir", lambda p: got.update({"cwd": str(p)}))
     monkeypatch.setattr(sys, "argv", ["x", "--job-dir", str(tmp_path), "--", "echo", "hi"])
 
     assert mod.main() == 7
     assert (tmp_path).exists()
-
+    assert got["cwd"] == str(tmp_path)
diff --git a/src/mvp/py/tests/test_models.py b/src/mvp/py/tests/test_models.py
index 68a4fd0..52406e9 100644
--- a/src/mvp/py/tests/test_models.py
+++ b/src/mvp/py/tests/test_models.py
@@ -31,6 +31,7 @@ def test_ray_config_from_dict_new_format_and_defaults():
     assert cfg.entrypoint_resources["worker_node"] == 1.0
     assert cfg.runtime_env_env_vars["HF_ENDPOINT"] == "x"
     assert cfg.user_code_path == "/private/user/code"
+    assert cfg.verl_code_path == "/private/common/code/verl/verl_repo"
 
     public = cfg.to_public_dict()
     assert public["runtime_env"]["env_vars"]["HF_ENDPOINT"] == "x"
@@ -106,3 +107,50 @@ def test_jobspec_unsupported_workload():
         JobSpec.from_dict(
             {"workload": "nope", "code_path": "x", "model_id": "m", "train_file": "t", "val_file": "v"}
         )
+
+
+def test_parse_taskspec_basic_no_kind_compat():
+    from argus.ray.models import JobSpec, parse_taskspec
+
+    got = parse_taskspec(
+        {
+            "workload": "ppo",
+            "code_path": "/code",
+            "model_id": "m",
+            "train_file": "train.jsonl",
+            "val_file": "val.jsonl",
+        }
+    )
+    assert isinstance(got, JobSpec)
+    assert got.workload == "ppo"
+
+
+def test_parse_taskspec_advanced_smoke():
+    from argus.ray.models import AdvancedTaskSpec, parse_taskspec
+
+    got = parse_taskspec(
+        {
+            "kind": "advanced",
+            "nnodes": 2,
+            "n_gpus_per_node": 4,
+            "command": "python3 -m verl.trainer.main_ppo +ray_kwargs.ray_init.address=auto",
+        }
+    )
+    assert isinstance(got, AdvancedTaskSpec)
+    assert got.kind == "advanced"
+    assert got.workload == "advanced"
+    assert got.nnodes == 2
+    assert got.n_gpus_per_node == 4
+
+
+def test_parse_taskspec_advanced_requires_command_nnodes_gpus():
+    from argus.ray.models import parse_taskspec
+
+    with pytest.raises(ValueError, match="missing required field: command"):
+        parse_taskspec({"kind": "advanced", "nnodes": 1, "n_gpus_per_node": 1})
+
+    with pytest.raises(ValueError, match="missing required field: nnodes"):
+        parse_taskspec({"kind": "advanced", "n_gpus_per_node": 1, "command": "python3 -m verl.trainer.main_ppo"})
+
+    with pytest.raises(ValueError, match="missing required field: n_gpus_per_node"):
+        parse_taskspec({"kind": "advanced", "nnodes": 1, "command": "python3 -m verl.trainer.main_ppo"})
diff --git a/src/mvp/py/tests/test_ray_job_tool.py b/src/mvp/py/tests/test_ray_job_tool.py
index 15390cf..562392f 100644
--- a/src/mvp/py/tests/test_ray_job_tool.py
+++ b/src/mvp/py/tests/test_ray_job_tool.py
@@ -161,3 +161,58 @@ def test_submit_error_writes_file_then_reraises(tmp_path: Path, monkeypatch):
 
     err = tmp_path / "jobs" / "sid2" / "logs" / "submit.error.txt"
     assert err.exists()
+
+
+def test_submit_advanced_writes_artifacts_and_returns_submission_id(tmp_path: Path, monkeypatch):
+    from argus.ray import ray_job_tool as mod
+
+    class _FakeClient:
+        def __init__(self, address: str):
+            self.address = address
+            self.last_submit_kwargs = None
+
+        def submit_job(self, **kwargs):
+            self.last_submit_kwargs = dict(kwargs)
+            return str(kwargs["submission_id"])
+
+        def list_jobs(self):
+            class X:
+                def dict(self):
+                    return {"ok": True}
+
+            return [X()]
+
+    monkeypatch.setattr(mod, "JobSubmissionClient", _FakeClient)
+    monkeypatch.setattr(mod.ray, "init", lambda **kwargs: (_ for _ in ()).throw(RuntimeError("no ray")))
+
+    cfg = RayConfig.from_dict(
+        {
+            "address": "http://127.0.0.1:8265",
+            "shared_root": str(tmp_path),
+            "entrypoint_resources": {"worker_node": 1},
+            "runtime_env": {"env_vars": {}},
+        }
+    )
+    spec = mod.AdvancedTaskSpec.from_dict(
+        {
+            "kind": "advanced",
+            "submission_id": "sid3",
+            "nnodes": 2,
+            "n_gpus_per_node": 4,
+            "command": "echo hi",
+        }
+    )
+
+    tool = mod.RayJobTool(cfg)
+    submitted = tool.submit_advanced(spec, no_wait=True, user_id="alice")
+    assert submitted == "sid3"
+
+    job_root = tmp_path / "jobs" / "sid3"
+    assert (job_root / "config" / "ray_config.yaml").exists()
+    assert (job_root / "config" / "taskspec.yaml").exists()
+    assert (job_root / "config" / "ray_submission_id.txt").read_text(encoding="utf-8").strip() == "sid3"
+
+    payload = json.loads((job_root / "config" / "submit_payload.json").read_text(encoding="utf-8"))
+    assert payload["submission_id"] == "sid3"
+    assert "argus.ray.driver_entrypoint" in payload["entrypoint"]
+    assert (job_root / "debug" / "ray_resources_pre.error.txt").exists()
diff --git a/src/mvp/py/tests/test_scheduler.py b/src/mvp/py/tests/test_scheduler.py
index 59c016a..b6c929a 100644
--- a/src/mvp/py/tests/test_scheduler.py
+++ b/src/mvp/py/tests/test_scheduler.py
@@ -85,6 +85,67 @@ def test_tick_submits_one_task(monkeypatch, tmp_path: Path):
     assert s.tool.job_dirs[-1] == "/private/users/alice/jobs/t1--a01"
 
 
+def test_tick_submits_one_task_advanced(monkeypatch, tmp_path: Path):
+    from argus.service import scheduler as sched_mod
+
+    ray_cfg, v2_cfg = _mk_cfg(tmp_path)
+    db = Db(v2_cfg.sqlite.db_path)
+    db.init()
+    db.create_task_v25(
+        task_id="t1",
+        user_id="alice",
+        workload="advanced",
+        jobspec_yaml=yaml.safe_dump(
+            {
+                "kind": "advanced",
+                "nnodes": 2,
+                "n_gpus_per_node": 4,
+                "command": "python3 -m verl.trainer.main_ppo +ray_kwargs.ray_init.address=auto",
+            }
+        ),
+        nnodes=2,
+        n_gpus_per_node=4,
+    )
+
+    monkeypatch.setattr(sched_mod, "ensure_ray_connected", lambda: None)
+    monkeypatch.setattr(
+        sched_mod,
+        "get_cluster_available",
+        lambda: SimpleNamespace(total_available_gpus=999.0, total_available_npus=0.0),
+    )
+
+    class _Tool:
+        def __init__(self, cfg):
+            self.submitted = []
+            self.job_dirs = []
+
+        def submit(self, spec, no_wait: bool, job_dir: str | None = None):
+            raise AssertionError("should not call submit() for advanced")
+
+        def submit_advanced(self, spec, no_wait: bool, job_dir: str | None = None, user_id: str | None = None):
+            self.submitted.append(spec.submission_id)
+            self.job_dirs.append(job_dir)
+            return str(spec.submission_id)
+
+        def status(self, submission_id: str):
+            return "RUNNING"
+
+        def logs(self, submission_id: str):
+            return ""
+
+    monkeypatch.setattr(sched_mod, "RayJobTool", _Tool)
+
+    s = sched_mod.Scheduler(db=db, ray_cfg=ray_cfg, v2_cfg=v2_cfg)
+    s.tick()
+
+    row = db.get_task("t1")
+    assert row and row["state"] == "SUBMITTED"
+    attempts = db.list_attempts("t1")
+    assert len(attempts) == 1
+    assert attempts[0]["ray_submission_id"] == "t1--a01"
+    assert s.tool.job_dirs[-1] == "/private/users/alice/jobs/t1--a01"
+
+
 def test_tick_marks_pending_resources(monkeypatch, tmp_path: Path):
     from argus.service import scheduler as sched_mod
 
diff --git a/src/mvp/py/tests/test_ui.py b/src/mvp/py/tests/test_ui.py
index facf6b8..24d306d 100644
--- a/src/mvp/py/tests/test_ui.py
+++ b/src/mvp/py/tests/test_ui.py
@@ -78,3 +78,18 @@ def test_ui_task_detail_shows_ids(tmp_path, monkeypatch):
     assert f"/ui/tasks/{task_id}/logs" in r.text
     assert "TaskSpec (YAML)" in r.text
     assert "/api/v2/tasks/" in r.text
+
+
+def test_ui_new_task_contains_advanced_example_snippet(tmp_path, monkeypatch):
+    cfg = _write_config(tmp_path)
+    monkeypatch.setenv("MVP_INTERNAL_TOKEN", "admin-token")
+    app = create_app(str(cfg))
+    c = TestClient(app)
+
+    r = c.get("/ui/tasks/new")
+    assert r.status_code == 200
+    # Ensure Advanced example includes required PPO micro batch override (common failure mode if omitted).
+    assert "kind: advanced" in r.text
+    # workload is not needed for advanced in v3.5.
+    assert "# workload:" not in r.text
+    assert "actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu" in r.text