RoboCasa runs¶
Agent runs on the tasks of RoboCasa, one run at a time.
How to read this page
A run is one agent configuration, harness + model + settings; each task in it runs once per mode. Pick a run above; the table lists every task of it, one row per mode, in the default order (finished first, then running, easier tasks first). A pill links to that trial's log page. Filter the table with the chips above it.
successfailederror / stalledrunninggradingqueuednot run
Bars count trials, one per task and mode, by state. Progress is the partial credit beside success, in [0, 1]: BEHAVIOR's 2026 challenge q_score, elsewhere the grader's final_reward. A success always counts as full progress, 1.0, whatever that key says (RoboLab's final_reward is 0 for a task without scored subtasks); mean progress averages it over the graded trials. Agent time adds up finished trials; running ones are shown apart. A benchmark can also declare grader metrics, continuous scores its grader writes (IoU, F1, a distance): they get a column each, a sort, and a run figure, the mean or the median of the graded trials.
Tokens are the model gateway's count of every request (input includes the cached part, output the reasoning part). ≈ $ is those tokens at the list prices in data/prices.yml, an estimate and never a bill; billed is what a provider charged, where it says. The two are never added together.
A benchmark's owner can exclude tasks from the final benchmark (excluded: in state/tasks/<benchmark>.yml). Their trials stay, last in a run's table under Excluded from the benchmark; the numbers count the benchmark's own tasks, and the Count switch adds the excluded ones.
Runs are registered per benchmark: how to register a run.
Codex + GPT-6 Luna, reasoning xhigh (ChatGPT login)defaultclosed
0 requests103.6M in (98% cached)649k out≈ $1.55 at list pricebilled: none (subscription)
Run details
- Harness
- Codex CLI 0.159.3 as Harbor's codex agent (ChatGPT login, no model gateway)
- Model
chatgpt/openai/gpt-6-luna- Route
- the owner's ChatGPT login (a Pro subscription), through our model gateway
- Settings
- reasoning_effort xhigh, version 0.157.0
- Modes
- unlimited, limited
- Batches
robocasa-lunaxh-1001- Scope
- 4 tasks in the run · 25 not in it · 0 removed (lists at the end)
- Progress
- the grader's none, in [0, 1]; a success counts as 1.0
- Billing
- subscription: a subscription login: no per-token bill
- List price
- openai/gpt-6-luna: $0.1 in / $0.01 cached / $0.5 out per 1M tokens, as of 2026-09-25
- Closed
- the sample model trial of PR
- Notes
- Limited mode: the RoboLab, RoboPaint and RoboWits results are from the robot service's rcb-limited/2.2 protocol; RoboPaint's and RoboWits' earlier limited round is kept as history, RoboLab's (2.0) was withdrawn. BEHAVIOR-1K's limited results are from its earlier round.
- Run id
codex-gpt6_luna-xhigh·data/agents/codex-gpt6_luna-xhigh.yml,state/runs/robocasa.yml· formerlycodex-0.157-gpt6luna-xhigh-cgpt- Results
- as collected 10-02 15:07, published with
make publish-runs
| Task | Trial (its log page) | Progress | Agent time | Requests | Tokens in / out | Est. cost |
|---|---|---|---|---|---|---|
| Multi-stage · ArrangeVegetables | U✓ 40m | 1.00 | 40m | — | 5.9M / 66k | $0.120 |
| L✗ 59m | — | 59m | — | 20.9M / 102k | $0.289 | |
| Single-stage · OpenDrawer | U✓ 44m | 1.00 | 44m | — | 5.4M / 78k | $0.113 |
| L✗ 58m | — | 58m | — | 19.6M / 130k | $0.286 | |
| Single-stage · PnPCounterToCab | U✓ 15m | 1.00 | 15m | — | 1.6M / 23k | $0.034 |
| L✗ 57m | — | 57m | — | 35.4M / 135k | $0.468 | |
| Single-stage · TurnOnStove | U✓ 10m | 1.00 | 10m | — | 1.9M / 18k | $0.040 |
| L✗ 57m | — | 57m | — | 12.9M / 98k | $0.201 |
25 task(s) not in this run
| Task | Why |
|---|---|
| Multi-stage · MicrowaveThawing | not in the sample (robot_coding_bench PR |
| Multi-stage · PreSoakPan | not in the sample (robot_coding_bench PR |
| Multi-stage · PrepareCoffee | not in the sample (robot_coding_bench PR |
| Multi-stage · RestockPantry | not in the sample (robot_coding_bench PR |
| Single-stage · CloseDoubleDoor | not in the sample (robot_coding_bench PR |
| Single-stage · CloseDrawer | not in the sample (robot_coding_bench PR |
| Single-stage · CloseSingleDoor | not in the sample (robot_coding_bench PR |
| Single-stage · CoffeePressButton | not in the sample (robot_coding_bench PR |
| Single-stage · CoffeeServeMug | not in the sample (robot_coding_bench PR |
| Single-stage · CoffeeSetupMug | not in the sample (robot_coding_bench PR |
| Single-stage · OpenDoubleDoor | not in the sample (robot_coding_bench PR |
| Single-stage · OpenSingleDoor | not in the sample (robot_coding_bench PR |
| Single-stage · PnPCabToCounter | not in the sample (robot_coding_bench PR |
| Single-stage · PnPCounterToMicrowave | not in the sample (robot_coding_bench PR |
| Single-stage · PnPCounterToSink | not in the sample (robot_coding_bench PR |
| Single-stage · PnPCounterToStove | not in the sample (robot_coding_bench PR |
| Single-stage · PnPMicrowaveToCounter | not in the sample (robot_coding_bench PR |
| Single-stage · PnPSinkToCounter | not in the sample (robot_coding_bench PR |
| Single-stage · PnPStoveToCounter | not in the sample (robot_coding_bench PR |
| Single-stage · TurnOffMicrowave | not in the sample (robot_coding_bench PR |
| Single-stage · TurnOffSinkFaucet | not in the sample (robot_coding_bench PR |
| Single-stage · TurnOffStove | not in the sample (robot_coding_bench PR |
| Single-stage · TurnOnMicrowave | not in the sample (robot_coding_bench PR |
| Single-stage · TurnOnSinkFaucet | not in the sample (robot_coding_bench PR |
| Single-stage · TurnSinkSpout | not in the sample (robot_coding_bench PR |