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Terminal Bench Qwen3.6-35B-A3B-NVFP4 OpenClaw

Benchmark

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

Results

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)

vLLM Server Config

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

Harbor Config

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 8

config.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": []
}

result.json

{
    "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": {
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                "exception_stats": {
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        },
        "n_input_tokens": 0,
        "n_cache_tokens": 0,
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        "cost_usd": null
    }
}