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agent
string
benchmark
string
context
dict
context_length_error
bool
exception
dict
finished_at
string
harness_fallback_turn_count
int64
malformed_assistant_turn_count
int64
max_completion_tokens_per_turn
int64
max_prompt_tokens_per_turn
int64
message_schema_version
string
messages
list
messages_without_thinking
list
model
string
model_source
string
n_agent_turns
int64
n_cache_tokens
int64
n_input_tokens
int64
n_output_tokens
int64
n_test_cases_passed
int64
n_test_cases_total
int64
official_error_zero
bool
output_length_cap_events
int64
raw_reward
float64
reward
float64
sampling
dict
source_run
string
started_at
string
steps
list
steps_without_thinking
list
summarization_count
int64
task
string
test_cases
list
thinking_markup_complete
bool
thinking_markup_policy
string
thinking_open_tag_inferred
bool
thinking_turn_count
int64
trajectory_available
bool
trajectory_integrity
dict
trial_id
string
untagged_assistant_turn_count
int64
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
null
2026-08-01T18:45:27.002121Z
9
0
2,410
32,313
1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
52
0
412,048
25,371
5
6
false
0
0
0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T17:31:30.850141Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
21
llm-inference-batching-scheduler
[{"name":"test_outputs.py::test_output_files_exist","status":"passed"},{"name":"test_outputs.py::tes(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
52
true
{"base_present":true,"contiguous":false,"continuation_indices":[1,2,3,21],"missing_continuation_indi(...TRUNCATED)
llm-inference-batching-scheduler__oidHmYQ
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
null
2026-08-01T15:44:35.943085Z
24
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2,283
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[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
36
0
78,685
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0
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false
0
0
0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T14:57:40.824369Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
48
make-mips-interpreter
[{"name":"test_outputs.py::test_vm_execution","status":"failed"},{"name":"test_outputs.py::test_fram(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
36
true
{"base_present":true,"contiguous":false,"continuation_indices":[48],"missing_continuation_indices":[(...TRUNCATED)
make-mips-interpreter__4W2nHPC
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
null
2026-08-01T15:58:49.045977Z
21
0
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1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
50
0
137,964
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0
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false
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0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T15:31:59.171045Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
41
make-mips-interpreter
[{"name":"test_outputs.py::test_vm_execution","status":"failed"},{"name":"test_outputs.py::test_fram(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
50
true
{"base_present":true,"contiguous":false,"continuation_indices":[3,41],"missing_continuation_indices"(...TRUNCATED)
make-mips-interpreter__DpwxXbF
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
null
2026-08-01T16:32:33.636712Z
21
0
16,167
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[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
39
0
91,878
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0
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false
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{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T14:57:40.283151Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
42
make-mips-interpreter
[{"name":"test_outputs.py::test_vm_execution","status":"failed"},{"name":"test_outputs.py::test_fram(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
39
true
{"base_present":true,"contiguous":false,"continuation_indices":[42],"missing_continuation_indices":[(...TRUNCATED)
make-mips-interpreter__q3BRMkd
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
null
2026-08-01T18:34:25.774289Z
19
0
728
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1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
41
0
150,779
5,143
2
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false
0
0
0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T15:36:20.256486Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
38
path-tracing-reverse
[{"name":"test_outputs.py::test_image_c_exists","status":"passed"},{"name":"test_outputs.py::test_im(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
41
true
{"base_present":true,"contiguous":false,"continuation_indices":[38],"missing_continuation_indices":[(...TRUNCATED)
path-tracing-reverse__FAK8nND
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
null
2026-08-01T18:17:26.993642Z
18
0
5,790
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1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
113
0
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false
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{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T16:58:18.123824Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
34
train-fasttext
[{"name":"test_outputs.py::test_accuracy","status":"failed"},{"name":"test_outputs.py::test_model_si(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
113
true
{"base_present":true,"contiguous":false,"continuation_indices":[1,2,5,7,10,34],"missing_continuation(...TRUNCATED)
train-fasttext__wtGv4v4
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
{ "message": "Agent execution timed out after 9600.0 seconds", "type": "AgentTimeoutError" }
2026-08-01T17:38:37.986786Z
0
0
1,936
12,983
1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
22
0
133,890
13,960
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true
0
0
0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T14:57:40.333534Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
0
break-filter-js-from-html
[ { "name": "test_outputs.py::test_out_html_bypasses_filter", "status": "failed" } ]
true
preserve-zero-tag-generations-without-inference
true
22
true
{ "base_present": true, "contiguous": true, "continuation_indices": [], "missing_continuation_indices": [] }
break-filter-js-from-html__CdEVyoB
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
{ "message": "Agent execution timed out after 9600.0 seconds", "type": "AgentTimeoutError" }
2026-08-01T20:11:00.677867Z
0
0
2,163
9,570
1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
29
0
158,371
12,546
0
1
true
0
0
0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T17:30:32.563620Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
0
break-filter-js-from-html
[ { "name": "test_outputs.py::test_out_html_bypasses_filter", "status": "failed" } ]
true
preserve-zero-tag-generations-without-inference
true
29
true
{ "base_present": true, "contiguous": true, "continuation_indices": [], "missing_continuation_indices": [] }
break-filter-js-from-html__eiCb7jb
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
{ "message": "Agent execution timed out after 7200.0 seconds", "type": "AgentTimeoutError" }
2026-08-01T16:58:50.982319Z
0
0
1,734
8,301
1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
18
0
83,030
8,847
6
6
true
0
1
0
{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T14:57:40.102276Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
0
cancel-async-tasks
[{"name":"test_outputs.py::test_run_py_file_exists","status":"passed"},{"name":"test_outputs.py::tes(...TRUNCATED)
true
preserve-zero-tag-generations-without-inference
true
18
true
{ "base_present": true, "contiguous": true, "continuation_indices": [], "missing_continuation_indices": [] }
cancel-async-tasks__LL9dUP7
0
terminus-2
terminal-bench/terminal-bench-2-1
{"interleaved_thinking":false,"model_context_length":65536,"proactive_summarization_threshold":40960(...TRUNCATED)
false
{ "message": "Agent execution timed out after 7200.0 seconds", "type": "AgentTimeoutError" }
2026-08-01T16:59:15.375421Z
0
0
6,665
17,588
1.1
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"content":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
qwen35-original-w005-20k
violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc
26
0
139,281
21,293
1
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true
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{"enable_thinking":true,"extra_body":{"chat_template_kwargs":{"enable_thinking":true},"min_p":0.0,"r(...TRUNCATED)
qwen35-original-w005-20k_thinking-c164-max32k-timeout8x-20260801T145728Z
2026-08-01T14:57:40.641169Z
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
[{"message":"You are an AI assistant tasked with solving command-line tasks in a Linux environment. (...TRUNCATED)
1
cancel-async-tasks
[{"name":"test_outputs.py::test_run_py_file_exists","status":"passed"},{"name":"test_outputs.py::tes(...TRUNCATED)
false
preserve-zero-tag-generations-without-inference
true
16
true
{ "base_present": true, "contiguous": true, "continuation_indices": [ 1 ], "missing_continuation_indices": [] }
cancel-async-tasks__euivxFM
10
End of preview. Expand in Data Studio

qwen35-original-w005-20k — Terminal-Bench 2.1

Noncanonical Terminal-Bench 2.1 evaluation of violetxi/qwen35-4b-offline-echo-original-obs-wm-weight-0p05-20k-tacc through the served model ID qwen35-original-w005-20k with Terminus-2.

Noncanonical run: timeout_multiplier=8 instead of 1.0; concurrency=164 exceeds 30. Do not compare this score directly with canonical TB2.1 leaderboard runs.

Result

  • Recorded trials: 445
  • Tasks / attempts: 89 × 5
  • Errored trials scored as zero: 145
  • Exception counts: {"AgentTimeoutError": 139, "Timeout": 6}
  • Agent timeouts / context-length events / output-cap events: 139 / 0 / 0
  • Mean reward / Pass@1: 0.116854
  • Pass@5: 0.224719
  • Total input/output/cache tokens: 101197492 / 5713469 / 0
  • Proactive summaries: 449

Protocol

Temperature 0.6, top-p 0.95, top-k omitted (disabled), max_tokens=32768, enable_thinking=true, max turns 30, concurrency 164.

  • Trials / untagged / malformed assistant turns with incomplete thinking markup: 55 / 157 / 1
  • Assistant-turn thinking-markup completeness: 0.983758

The server context length was 65536; Terminus proactive summarization began at 40960 tokens. Task-native TB2.1 timeouts were scaled (timeout_multiplier=8.0), so this is a noncanonical evaluation. All errored trials remain in the denominator with reward zero.

Viewer columns

messages and messages_without_thinking are aligned, strictly alternating user/assistant conversations. Terminal observations are user messages. steps and steps_without_thinking retain the detailed Harbor trajectory. For thinking mode, Qwen's prompt-supplied opening <think> marker is reconstructed while generated reasoning and </think> are preserved. Zero-tag generations are preserved byte-for-byte in both views without inference and are explicitly marked by thinking_markup_complete, untagged_assistant_turn_count, and thinking_markup_policy. trajectory_integrity reports which raw continuation segments were available; missing segments are never fabricated. Harbor's literal technical-difficulties fallback is marked with an empty <think></think> block only in the normalized full-thinking view; its count is recorded separately and the raw fallback text is retained.

Only verifier test names/statuses are published. Hidden verifier traces and source, authorization headers, API keys, and credential values are excluded or redacted.

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