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온라인 1칸 — place 사슬 첫 성공 (소금통 → 부엌 조리대, v3)

2026-09-17 · job 133705 (core-own, 17분 06초) · 본 런과 같은 설정을 셀 하나로
한 줄 요약 — 오늘 만든 place 사슬이 온라인에서 처음으로 끝까지 돌아 성공했습니다(success=True, 14턴, $0.085).
소금통을 2번째 시도에 집고(그리퍼 전환 1회) → EEF 중립 자세로 든 채 이동(그리퍼 기준 미끄러짐 0.3 mm) → navigate 가 실제 상판 가장자리 기준으로 서서(상판까지 0.36 m) → 하네스가 레이캐스트로 확인된 표면 점 위로 팔을 옮김(preplace=true) → VLA 가 3번째 시도에서 상판에 내려놓음(is_placed_on 통과, 최종 z 0.962 / 상판 0.938).
어디를 보시면 되나
① 턴 4 — 든 채 이동. 접근 후 프레임에서 로봇이 U자 조리대의 아랫변 끝 앞에 상판을 마주 보고 서 있습니다. salt_v1(AABB 규칙)은 U자 입구 한가운데였습니다.
② 턴 5·6 — place 1·2회차. preplace 는 상판 위에 정확히 도달했는데 VLA 는 팔을 몸 쪽으로 당기기만 하고 놓지 않았습니다(그리퍼 전환 0). 손목 뷰를 보면 hand-off 점이 조리대 모서리라 왼쪽에 바닥이 보입니다.
③ 턴 7 — place 3회차. 47스텝 만에 소금통이 상판에 닿고 손가락 접촉이 끊겨 판정 통과. 그리퍼를 확 열고 팔을 뺀 "깔끔한 놓기"는 아닙니다 — 손목 끝 프레임에서 소금통이 손가락 사이에 선 채 상판에 놓여 있습니다.
놓은 뒤 — textlog 의 한계가 그대로 보입니다
턴 8부터 에이전트는 "소금통은 거실 식탁에 있다, 집으러 간다"를 반복했습니다. 노트에는 에피소드 이전 기록만 있고(textlog 는 온라인 중 기록을 쓰지 않음) 계획도 고정이라, 방금 놓았다는 사실이 다음 턴으로 넘어가지 않습니다. navigate 6연속에서 새 nav 루프 가드가 끊었고(8턴 절약), restore 채점은 종료 시점 is_placed_on 이라 결과는 성공입니다. 노트를 다시 쓰는 전략(rollforward-v3)이라면 여기서 done 을 낼 수 있습니다 — 논문이 전략 간 차이로 보여줄 지점입니다.

설정

셀restore · v1_train_2277__2 · textlog · gemini-3.7-flash
질의Pick up the salt shaker and place it in or on where it first was
GTsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6 → place_on
place_modevla (VLA 가 놓는다)
navigate_modedrive
VLApi05_mlspaces_finetune · molmobot
스텝 예산 / 사용5000 / 1692
턴 상한 / 사용50 / 14
비용$0.0854 (VLM 호출 15회)

초기 계획 (읽기 답 → 계획)

읽기 트랙 채점: place_set=1 (방·가구 모두 정답). 즉 기억은 맞았고 실행만 남은 칸입니다.
전략 textlog 는 계획 갱신 수단이 없어 plan_mode=fixed — 끝까지 이 계획 그대로입니다(재작성 0회).

결과

최종 판정성공
GT 물체를 들었나예
GT 수용체 위에 놓였나예
에피소드 종료 시 손에 든 것None
첫 navigate 가 GT 적중예
목표 지점까지 남은 거리1.475 m (xy)
종료 사유nav_loop

턴 전수

턴 0 navigate도착  경로 11.630588291725307 m · 444 스텝
에이전트의 이유
The goal is to return the salt shaker to its initial location (countertop in the kitchen). It is currently on the dining table in the living room. First, navigate to the dining table in the living room to pick up the salt shaker.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_4
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The goal is to return the salt shaker to its initial location (countertop in the kitchen). It is currently on the dining table in the living room. First, navigate to the dining table in the living room to pick up the salt shaker.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "dining table", "room": "living room"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 1}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 1 navigate도착  경로 0.39944437214218864 m · 71 스텝
에이전트의 이유
Navigate to the dining table in the living room to find and pick up the salt shaker.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_7
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "Navigate to the dining table in the living room to find and pick up the salt shaker.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "dining table", "room": "living room"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 2 pick실패  128 스텝 · 그리퍼 전환 4
에이전트의 이유
The salt shaker is on the dining table in front of the robot. I will pick up the salt shaker.
skillpick
category / surface / roomsalt shaker / None / None
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_7
들고 있는 물체None
정책 프롬프트Pick up the salt shaker
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker is on the dining table in front of the robot. I will pick up the salt shaker.", "next": {"skill": "pick", "category": "salt shaker", "surface": null, "room": null}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
정책 실행(exo)
정책 실행(손목)
턴 3 pick성공  57 스텝 · 그리퍼 전환 1
에이전트의 이유
The robot is in front of the dining table attempting to grasp the salt shaker. Continuing the pick subgoal until the salt shaker is firmly lifted.
skillpick
category / surface / roomsalt shaker / None / None
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_7
들고 있는 물체saltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
정책 프롬프트Pick up the salt shaker
VLM 원문 응답
```json
{"note": null, "reasoning": "The robot is in front of the dining table attempting to grasp the salt shaker. Continuing the pick subgoal until the salt shaker is firmly lifted.", "next": {"skill": "pick", "category": "salt shaker", "surface": null, "room": null}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
정책 실행(exo)
정책 실행(손목)
턴 4 navigate도착  경로 2.7434236037474924 m · 141 스텝
에이전트의 이유
The salt shaker has been picked up from the dining table. Next, navigate to the kitchen countertop where it originally was.
든 채 중립 자세로 이동(하네스 · EEF 목표 → IK → 액션) — 물체가 같이 옴 · 그리퍼 기준 미끄러짐 0.0003 m · 접촉 True · 36 스텝
skillnavigate
category / surface / roomNone / None / kitchen
접지된 object_idcountertop_872e879ab9901259aa392532ca183b2d_1_0_6
접지된 receptacle_idNone
현재 방room_7
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker has been picked up from the dining table. Next, navigate to the kitchen countertop where it originally was.", "next": {"skill": "navigate", "category": "countertop", "surface": "countertop", "room": "kitchen"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 5 pick_and_place실패  128 스텝 · 그리퍼 전환 0
에이전트의 이유
I have navigated to the kitchen countertop while holding the salt shaker. Now I will place the salt shaker on the countertop.
skillpick_and_place
category / surface / roomsalt shaker / None / None
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idcountertop_872e879ab9901259aa392532ca183b2d_1_0_6
현재 방room_6
들고 있는 물체saltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
정책 프롬프트Place the salt shaker on the countertop.
preplace{"steps": 14, "settle_steps": 1, "ik_max_dq": 0.6339399869082069, "rejected": [], "final_l2": 0.036737948677106017, "z": 1.0883868, "preplace": true, "xy": [1.8445468611061575, 4.65600994186419], "top_z": 0.9383868000000001, "dist_m": 0.364, "surface_verified": true, "n_surface_points": 10, "tried_before": []}
VLM 원문 응답
```json
{
  "note": null,
  "reasoning": "I have navigated to the kitchen countertop while holding the salt shaker. Now I will place the salt shaker on the countertop.",
  "next": {
    "skill": "pick_and_place",
    "category": "salt shaker",
    "surface": "countertop",
    "room": null
  }
}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
preplace 직전
정책에 넘긴 시작 자세
관측 0
관측 1
정책 실행(exo)
정책 실행(손목)
preplace 접근(하네스)
턴 6 pick_and_place실패  128 스텝 · 그리퍼 전환 0
에이전트의 이유
The salt shaker is in the gripper. I am currently in the kitchen in front of the countertop, which is its original location. Placing it onto the countertop now.
skillpick_and_place
category / surface / roomsalt shaker / None / None
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idcountertop_872e879ab9901259aa392532ca183b2d_1_0_6
현재 방room_6
들고 있는 물체saltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
정책 프롬프트Place the salt shaker on the countertop.
preplace{"steps": 30, "settle_steps": 2, "ik_max_dq": 1.3909144731368492, "rejected": [], "final_l2": 0.03577745194696406, "z": 1.0883868, "preplace": true, "xy": [1.8445468611061575, 4.65600994186419], "top_z": 0.9383868000000001, "dist_m": 0.364, "surface_verified": true, "n_surface_points": 10, "tried_before": []}
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker is in the gripper. I am currently in the kitchen in front of the countertop, which is its original location. Placing it onto the countertop now.", "next": {"skill": "pick_and_place", "category": "salt shaker", "surface": "countertop", "room": null}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
preplace 직전
정책에 넘긴 시작 자세
관측 0
관측 1
정책 실행(exo)
정책 실행(손목)
preplace 접근(하네스)
턴 7 pick_and_place성공  47 스텝 · 그리퍼 전환 0
에이전트의 이유
I am holding the salt shaker and standing in front of the countertop in the kitchen where it originally was. Now I will place it down on the countertop.
skillpick_and_place
category / surface / roomsalt shaker / None / None
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idcountertop_872e879ab9901259aa392532ca183b2d_1_0_6
현재 방room_6
들고 있는 물체None
정책 프롬프트Place the salt shaker on the countertop.
preplace{"steps": 27, "settle_steps": 1, "ik_max_dq": 1.273875130570869, "rejected": [], "final_l2": 0.04497552002082605, "z": 1.0883868, "preplace": true, "xy": [1.8445468611061575, 4.65600994186419], "top_z": 0.9383868000000001, "dist_m": 0.364, "surface_verified": true, "n_surface_points": 10, "tried_before": []}
VLM 원문 응답
```json
{"note": null, "reasoning": "I am holding the salt shaker and standing in front of the countertop in the kitchen where it originally was. Now I will place it down on the countertop.", "next": {"skill": "pick_and_place", "category": "salt shaker", "surface": "countertop", "room": null}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
preplace 직전
정책에 넘긴 시작 자세
관측 0
관측 1
정책 실행(exo)
정책 실행(손목)
preplace 접근(하네스)
턴 8 navigate도착  경로 2.7365670959013593 m · 197 스텝
에이전트의 이유
The salt shaker has been picked up. Now navigate to the countertop in the kitchen where it originally was.
하네스가 되물음(재질의)
you already picked up the salt shaker here — move on
skillnavigate
category / surface / roomNone / None / kitchen
접지된 object_idcountertop_872e879ab9901259aa392532ca183b2d_1_0_6
접지된 receptacle_idNone
현재 방room_6
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker has been picked up. Now navigate to the countertop in the kitchen where it originally was.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "countertop", "room": "kitchen"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 9 navigate도착  경로 1.3503084604949631 m · 85 스텝
에이전트의 이유
The salt shaker is currently on the dining table in the living room. I need to navigate to the dining table to pick it up.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_6
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker is currently on the dining table in the living room. I need to navigate to the dining table to pick it up.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "dining table", "room": "living room"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 10 navigate도착  경로 0.3661358868408502 m · 69 스텝
에이전트의 이유
The salt shaker is currently on the dining table in the living room. I need to navigate to the dining table in the living room to pick it up.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_6
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker is currently on the dining table in the living room. I need to navigate to the dining table in the living room to pick it up.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "dining table", "room": "living room"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 11 navigate도착  경로 0.3071788770438818 m · 81 스텝
에이전트의 이유
The salt shaker is currently on the dining table in the living room. I need to navigate there to pick it up.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_6
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{
  "note": null,
  "reasoning": "The salt shaker is currently on the dining table in the living room. I need to navigate there to pick it up.",
  "next": {
    "skill": "navigate",
    "category": "salt shaker",
    "surface": "dining table",
    "room": "living room"
  }
}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 12 navigate도착  경로 0.2611481137178269 m · 17 스텝
에이전트의 이유
The salt shaker is currently on the dining table in the living room. I will navigate to the dining table in the living room to pick it up.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_6
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker is currently on the dining table in the living room. I will navigate to the dining table in the living room to pick it up.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "dining table", "room": "living room"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후
턴 13 navigate도착  경로 0.5029586137075367 m · 99 스텝
에이전트의 이유
The salt shaker is currently on the dining table in the living room. I need to navigate there to pick it up.
skillnavigate
category / surface / roomNone / None / living room
접지된 object_idsaltshaker_ae8db92b68885e8a5331b49cf1534319_1_0_6
접지된 receptacle_idNone
현재 방room_6
들고 있는 물체None
정책 프롬프트—
VLM 원문 응답
```json
{"note": null, "reasoning": "The salt shaker is currently on the dining table in the living room. I need to navigate there to pick it up.", "next": {"skill": "navigate", "category": "salt shaker", "surface": "dining table", "room": "living room"}}
```
이 턴에 VLM 이 받은 프롬프트 전문
{'texts': ['Frames captured while your previous subgoal was executing:', 'Your current view:', 'Your notes so far:\nHere are my running notes from the episode, written by me while acting (subgoal by subgoal):\n\n[context] [    0s–   94s] I picked up remote control #1 from the dresser in the bedroom and placed it on the clothes dryer in the bathroom.\n[context] [   94s–  256s] I tried to move the egg from the countertop in the kitchen to the drawer of the fridge in the kitchen, but the attempt failed.\n[context] [  256s–  387s] I picked up remote control #1 from the clothes dryer in the bathroom and placed it on the dresser in the bedroom.\n[context] [  387s–  491s] I picked up the salt shaker from the countertop in the kitchen and placed it on the dining table in the living room.\n[context] [  491s–  572s] I picked up the tissue box from the tv stand in the living room and placed it on the dining table in the living room.\n[context] [  572s–  690s] I picked up remote control #2 from the tv stand in the living room and placed it on the dresser in the bedroom.', 'Object names used in this house:\napple, basketball, bed, book, bottle, bowl, box, bread, cell phone, chair, clothes dryer, countertop, credit card, dining table, dresser, egg, faucet, fridge, garbage bag, garbage can, house plant, kettle, knife, ladle, laptop, mug, newspaper, painting, pan, paper towel roll, pencil, pillow, plunger, remote control, salt shaker, sink, soap bottle, sofa, spatula, spoon, spray bottle, statue, teddy bear, television, tissue box, toilet, toilet paper, tomato, tv stand, vase, watch', 'Room names used in this house:\nbedroom, bathroom, kitchen, living room', 'Your plan:\n1. [ ] put the salt shaker back — it is now on the dining table in the living room; return it to the countertop in the kitchen', 'Goal: Pick up the salt shaker and place it in or on where it first was', 'Reply with the JSON object only.'], 'n_images': 4}
관측 0
관측 1
이동 전
이동(A* 주행)
이동 후

에이전트가 턴마다 본 것(모아보기)

턴별 관측 프레임 (1 fps)