DAEDALUS / REPLAY COMPARISON下载结果 JSON ↗
CUSTOM TASK · 2026.10.31

同一条指令,
三种方法的执行记录。

右臂拿起一个瓶子,击打另一个瓶子。按相同布局并排查看执行过程。

Use the right arm to pick up one bottle and strike another bottle with it.
Astra · high · MuzeSeed 0 · Layout 0–312 局 · 36 个视频
Daedalus4/4 自报完成 · 已做头部帧复核
PyRUA-Lean4/4 自报完成 · 视频待复核
RPent4/4 已结束 · 均有收尾接口错误
也可单独切换每段录像的视角

录像采样频率不同:Daedalus 为 5 fps,另外两种为 25 fps。播放时长不代表实际运行耗时;并排播放只用于查看,不代表物理时间同步。

Layout 0

LAYOUT 0

Daedalus

模型自报完成

右臂持白瓶横向接近黄瓶,黄瓶随后左移并倒下。

688 s记录运行耗时23模型请求100原生步数
模型结束声明

I believe the task is **completed**. The right arm grasped the tall white bottle and lifted it approximately 10 cm off the table. The camera views showed the bottle retained between the right gripper’s fingers. I then moved it beside the smaller yellow bottle and performed a lateral strike. After that motion, the yellow bottle had moved to the left and was lying on its side; it had been upright beforehand. The white bottle remained held in the right gripper, and the action feedback confirmed that the striking motion completed. These observations support my judgment that the held bottle struck the other bottle. This is my self-assessment from the camera observations and action feedback, not an independent success evaluation.

LAYOUT 0

PyRUA-Lean

模型自报完成

模型报告完成击打;尚未进行独立视频复核。

248 s规划执行耗时11模型请求187原生步数
模型结束声明

Used the right arm to lift the white bottle and strike the pale bottle, which visibly moved after contact. Released the white bottle and returned both arms home with grippers open.

LAYOUT 0

RPent

收尾异常

模型日志未确认完成右臂持瓶击打;收尾发生接口错误,不能作为干净的成功率结果。

275 s记录运行耗时9工具调用—原生步数
接口错误说明

env.is_success: unknown RPC method。环境服务未开放收尾查询接口,success 保持 null;此前动作和录像已保留。

Layout 1

LAYOUT 1

Daedalus

模型自报完成

右臂持黄瓶接近躺着的白瓶,白瓶随后发生位移和朝向变化。

398 s记录运行耗时22模型请求104原生步数
模型结束声明

**I believe the task is completed.** The right arm picked up the yellow bottle, visibly lifted it off the table, and used its exposed capped end in a short striking motion toward the white bottle lying near the centre. After the strike, the white bottle had visibly moved farther back and to the left and changed orientation. The yellow bottle remained held in the right gripper during withdrawal. The action feedback reported that the lift, strike, and withdrawal motions completed. This is my self-assessment based on the observed bottle movement and action feedback, not an independent success evaluation.

LAYOUT 1

PyRUA-Lean

模型自报完成

模型报告完成击打;尚未进行独立视频复核。

140 s规划执行耗时7模型请求102原生步数
模型结束声明

The right arm picked up the yellow bottle and struck the white bottle with it, visibly displacing the white bottle. The yellow bottle was set back on the table, and both arms returned home with open grippers.

LAYOUT 1

RPent

收尾异常

模型日志未确认完成右臂持瓶击打;收尾发生接口错误,不能作为干净的成功率结果。

273 s记录运行耗时9工具调用—原生步数
接口错误说明

env.is_success: unknown RPC method。环境服务未开放收尾查询接口,success 保持 null;此前动作和录像已保留。

Layout 2

LAYOUT 2

Daedalus

模型自报完成

右臂持浅黄瓶向粉色瓶移动,粉色瓶随后左移。

416 s记录运行耗时23模型请求118原生步数
模型结束声明

I believe the task is **completed**. The right arm picked up the pale yellow bottle and visibly lifted it clear of the table. I then used it to deliver a short downward, diagonal strike against the pink bottle. The contact image showed the yellow bottle against the pink bottle, and the motion feedback reported the arm ending about 17 mm above its requested height, consistent with resistance during contact. After I lifted and withdrew the right arm, the pink bottle was visibly displaced to the left of its original position. The yellow bottle remained held in the right gripper. These observations support my assessment that the held bottle struck the other bottle; this is my self-assessment, not an independent success evaluation.

LAYOUT 2

PyRUA-Lean

模型自报完成

模型报告完成击打;尚未进行独立视频复核。

169 s规划执行耗时7模型请求118原生步数
模型结束声明

The right arm picked up the pale yellow bottle and struck the pink-and-white bottle with it, with contact indicated by the stopped downward motion. The held bottle was then set down and both arms returned home with open grippers.

LAYOUT 2

RPent

收尾异常

模型日志未确认完成右臂持瓶击打;收尾发生接口错误,不能作为干净的成功率结果。

820 s记录运行耗时27工具调用—原生步数
接口错误说明

env.is_success: unknown RPC method。环境服务未开放收尾查询接口,success 保持 null;此前动作和录像已保留。

Layout 3

LAYOUT 3

Daedalus

模型自报完成

右臂持桃色瓶向右移动,蓝白瓶随后倾斜右移并离开桌面视野。

376 s记录运行耗时17模型请求103原生步数
模型结束声明

**I believe the task is completed.** The right arm picked up the peach-colored bottle, lifted it clear of the table, and retained it while making a rightward striking motion into the blue-and-white bottle. Immediately after the stroke, the blue-and-white bottle was visibly displaced and tilted to the right. While the arm then held still, that bottle continued moving out of the tabletop camera view. The peach bottle remained visibly grasped in the right hand. This is my self-assessment based on the observed bottle movement and action feedback, not an independent success evaluation.

LAYOUT 3

PyRUA-Lean

模型自报完成

模型报告完成击打;尚未进行独立视频复核。

273 s规划执行耗时11模型请求281原生步数
模型结束声明

The right arm picked up the peach bottle and struck the blue-and-white bottle, visibly displacing it. The held bottle was released onto the table and both arms returned home with open grippers.

LAYOUT 3

RPent

收尾异常

模型日志未确认完成右臂持瓶击打;收尾发生接口错误,不能作为干净的成功率结果。

789 s记录运行耗时27工具调用—原生步数
接口错误说明

env.is_success: unknown RPC method。环境服务未开放收尾查询接口,success 保持 null;此前动作和录像已保留。

COMPARISON NOTES

比较口径与版本

同一场景任务 put_bottles_into_dustbin、seed 0 的 layout 0–3,使用上方同一条英文指令。三种方法采用不同的运行框架、工具与观测接口;这是跨系统探索实验,不是单因素消融。耗时字段及模型请求/工具调用的计数口径不同,不直接横向比较。

PyRUA-Lean 使用 RGB 观测、无 VLA 原语;RPent 使用 RGB-D、SAM3 与 Pi0.5。RPent 保留在线规划器,环境启用禁止真值告警的评测模式,并移除与自定义指令冲突的扔瓶入桶提示。首次未进入模型规划的启动失败不计入这四局,原记录保留。

Daedalus
cabc07421be02c11cb7d12f8f60ff040c35e1303
PyRUA-Lean
20dbb21e823030077ff4ddd4463cb91e36277515
RPent
0e406bb96d670d0c18a4cea9a6ea047119661d19
查看原 Daedalus 实验页 ↗