Dataset: harborframework/terminal-bench-2.0 (89 tasks)
Model: RedHatAI/Qwen3.6-35B-A3B-NVFP4
Harness: OpenClaw
Environment: Docker
Job Name: 2026-06-10__10-26-03
Score: 20.2%
Errors (Initial Run): 11
Total Time: 01h 47m 33s
Agent Time: 01h 13m 54s
Estimated Cost: $9.86 ($4 / GPU / hr * 2 GPU * 01h 13m 54s)
Manifest: Qwen3.6_35b_NVFP4.yml
Hardware: 2x A100 40GB
Model Max Len: 262,144
Max Concurrency: 9.2x
Generation Config (Defaults):
- Temperature: 1.0
- Top p: 0.95
- Top k: 20
Command:
export BENCHMARK='terminal-bench/terminal-bench-2'
export MODEL_NAME='qwen3.6-35b'
export SERVER_URL='<server-url>'
export OPENAI_BASE_URL=$SERVER_URL/v1
export OPENAI_API_KEY='NONE'
harbor run --agent openclaw -d $BENCHMARK \
-m openai/$MODEL_NAME \
--agent-kwarg thinking=off \
--n-concurrent 8config.json:
{
"job_name": "2026-06-10__10-26-03",
"jobs_dir": "jobs",
"n_attempts": 1,
"timeout_multiplier": 1.0,
"agent_timeout_multiplier": null,
"verifier_timeout_multiplier": null,
"agent_setup_timeout_multiplier": null,
"environment_build_timeout_multiplier": null,
"debug": false,
"n_concurrent_trials": 8,
"quiet": false,
"retry": {
"max_retries": 0,
"include_exceptions": null,
"exclude_exceptions": [
"AgentTimeoutError",
"RewardFileNotFoundError",
"RewardFileEmptyError",
"VerifierOutputParseError",
"VerifierTimeoutError"
],
"wait_multiplier": 1.0,
"min_wait_sec": 1.0,
"max_wait_sec": 60.0
},
"environment": {
"type": "docker",
"import_path": null,
"force_build": false,
"delete": true,
"cpu_enforcement_policy": "auto",
"memory_enforcement_policy": "auto",
"override_cpus": null,
"override_memory_mb": null,
"override_storage_mb": null,
"override_gpus": null,
"override_tpu": null,
"mounts": null,
"extra_docker_compose": [],
"env": {},
"kwargs": {},
"extra_allowed_hosts": []
},
"verifier": {
"override_timeout_sec": null,
"max_timeout_sec": null,
"env": {},
"disable": false
},
"metrics": [],
"agents": [
{
"name": "openclaw",
"import_path": null,
"model_name": "openai/qwen3.6-35b",
"skills": [],
"override_timeout_sec": null,
"override_setup_timeout_sec": null,
"max_timeout_sec": null,
"extra_allowed_hosts": [],
"kwargs": {
"thinking": "off"
},
"env": {},
"mcp_servers": []
}
],
"datasets": [
{
"path": null,
"name": "terminal-bench/terminal-bench-2",
"version": null,
"ref": "sha256:c6fc2e2382c1dbae99b2d5ecd2f4f4a60c3c01e0d84642d69b4afd92e99d078b",
"registry_url": null,
"registry_path": null,
"overwrite": false,
"download_dir": null,
"task_names": null,
"exclude_task_names": null,
"n_tasks": null
}
],
"tasks": [],
"artifacts": [],
"extra_instruction_paths": [],
"plugins": []
}{
"id": "a14b9ae7-f0f3-41aa-a797-51c0cb401b8e",
"started_at": "2026-06-10T10:26:06.273478",
"updated_at": "2026-06-10T14:53:11.423927",
"finished_at": "2026-06-10T14:53:11.423927",
"n_total_trials": 89,
"stats": {
"n_completed_trials": 89,
"n_errored_trials": 11,
"n_running_trials": 0,
"n_pending_trials": 0,
"n_cancelled_trials": 0,
"n_retries": 0,
"evals": {
"openclaw__qwen3.6-35b__terminal-bench/terminal-bench-2": {
"n_trials": 89,
"n_errors": 11,
"metrics": [
{
"mean": 0.20224719101123595
}
],
"pass_at_k": {},
"reward_stats": {
"reward": {
"1.0": [
"headless-terminal__YazhfvH",
"prove-plus-comm__29jSp9R",
"nginx-request-logging__JMQUCic",
"log-summary-date-ranges__iBpgkT3",
"modernize-scientific-stack__fzcHp68",
"openssl-selfsigned-cert__agycTNd",
"extract-elf__UcZLwwn",
"vulnerable-secret__EUohDUS",
"multi-source-data-merger__8bEnFYE",
"portfolio-optimization__UeGTJHx",
"hf-model-inference__NGRJSaA",
"fix-code-vulnerability__4Qfhxvm",
"fix-git__Kzoudan",
"git-leak-recovery__wAoDHKy",
"constraints-scheduling__kztE6m4",
"build-cython-ext__HPWhPZ6",
"count-dataset-tokens__LZXFBJk",
"code-from-image__GJmFbqt"
],
"0.0": [
"dna-assembly__oDJFK7x",
"torch-tensor-parallelism__tAgXPXr",
"tune-mjcf__WFuTEML",
"crack-7z-hash__o4Z2YFc",
"filter-js-from-html__EdG4nEG",
"cobol-modernization__KHqSR3s",
"overfull-hbox__MPkKqKB",
"chess-best-move__ggvBoqF",
"sqlite-db-truncate__DJQZ5zX",
"fix-ocaml-gc__yQMHcV4",
"sqlite-with-gcov__zBUPda6",
"configure-git-webserver__eNw2Cs9",
"winning-avg-corewars__X7Vrzcw",
"cancel-async-tasks__trbgsiK",
"reshard-c4-data__RCRXrTd",
"path-tracing__rBe7Uej",
"circuit-fibsqrt__EfPRV2G",
"sam-cell-seg__dNNRAiC",
"mcmc-sampling-stan__ngRofJK",
"break-filter-js-from-html__WMD3xrk",
"write-compressor__7vWrPyn",
"merge-diff-arc-agi-task__oKZFsHz",
"feal-differential-cryptanalysis__hJPaJEe",
"pytorch-model-recovery__s2PSM9W",
"sparql-university__trf3U2x",
"password-recovery__PqWofyq",
"make-doom-for-mips__TX7ZnrQ",
"build-pov-ray__bjX6VCx",
"mailman__dUe42At",
"mteb-retrieve__GvNuax7",
"path-tracing-reverse__SSL6aVY",
"schemelike-metacircular-eval__wGANK82",
"polyglot-c-py__7g8CGUE",
"extract-moves-from-video__efPTUbr",
"compile-compcert__peovBfK",
"large-scale-text-editing__eLXqorn",
"largest-eigenval__8yw8UQm",
"query-optimize__pKc78Vw",
"sanitize-git-repo__gxWwYEY",
"video-processing__6S9gBbh",
"mteb-leaderboard__sXhQsCZ",
"db-wal-recovery__iQryVPN",
"gcode-to-text__z46BXJb",
"llm-inference-batching-scheduler__ZFsb53q",
"build-pmars__MoDgvE6",
"custom-memory-heap-crash__M357xAz",
"protein-assembly__iMKFZge",
"polyglot-rust-c__jMwmW6w",
"git-multibranch__imJmdWi",
"make-mips-interpreter__W98SCGp",
"distribution-search__BhvqsYi",
"caffe-cifar-10__oTRLxYM",
"install-windows-3-11__xRVFSGe",
"feal-linear-cryptanalysis__7rWcFPy",
"dna-insert__Mv3gX6T",
"rstan-to-pystan__Bk4dEfp",
"regex-chess__hxSbi65",
"kv-store-grpc__898cPer",
"qemu-alpine-ssh__qSdre6A",
"regex-log__f3RmbqR",
"train-fasttext__3dLJJ6o",
"torch-pipeline-parallelism__EENXpsV",
"raman-fitting__ZYABx9V",
"pypi-server__c5AsoML",
"model-extraction-relu-logits__DzQYqkT",
"pytorch-model-cli__Wig8r8C",
"bn-fit-modify__GWxqVUL",
"adaptive-rejection-sampler__MSVNWpz",
"gpt2-codegolf__owJnyEt",
"financial-document-processor__d67hS8T",
"qemu-startup__G95ayHC"
]
}
},
"exception_stats": {
"NonZeroAgentExitCodeError": [
"make-mips-interpreter__W98SCGp",
"distribution-search__BhvqsYi",
"feal-linear-cryptanalysis__7rWcFPy",
"dna-insert__Mv3gX6T",
"raman-fitting__ZYABx9V",
"pytorch-model-cli__Wig8r8C",
"adaptive-rejection-sampler__MSVNWpz"
],
"AgentTimeoutError": [
"caffe-cifar-10__oTRLxYM",
"install-windows-3-11__xRVFSGe",
"kv-store-grpc__898cPer",
"train-fasttext__3dLJJ6o"
]
}
}
},
"n_input_tokens": 0,
"n_cache_tokens": 0,
"n_output_tokens": 0,
"cost_usd": null
}
}