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float64
0
1
n_episodes
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0
17
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22
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0
1.2M
n_output_tokens
int64
0
90.1k
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1 class
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27
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marin_step858
cancel-async-tasks
cancel-async-tasks__WE6W2Fp
false
0
0
1
137,918
17,751
null
null
false
2026-04-28T10:04:17.709890Z
2026-04-28T10:19:36.173566Z
hard
software-engineering
Create a Python function called `async run_tasks(tasks: list[Callable[[], Awaitable[None]]], max_concurrent: int) -> None` where each task is an async job to be run and `max_concurrent` is the max number of tasks that can be run concurrently. Put the function in a file called `/app/run.py` so that it can be imported us...
{ "schema_version": "ATIF-v1.5", "session_id": "9ac530f4-2e93-481c-ab0b-227d8e49c4a1", "agent": { "name": "terminus-2", "version": "2.0.0", "model_name": "hosted_vllm/exp4760-marin32b-sft-step858-fixed", "extra": { "parser": "json", "temperature": 0.6, "top_p": 0.95, "top_k...
Hit:1 http://deb.debian.org/debian bookworm InRelease Hit:2 http://deb.debian.org/debian bookworm-updates InRelease Hit:3 http://deb.debian.org/debian-security bookworm-security InRelease Reading package lists... Reading package lists... Building dependency tree... Reading state information... The following additional ...
bash: cannot set terminal process group (1): Inappropriate ioctl for device bash: no job control in this shell
marin_step858
custom-memory-heap-crash
custom-memory-heap-crash__DW86L2W
false
0
0
3
293,536
27,109
null
null
false
2026-04-28T10:04:17.692580Z
2026-04-28T10:34:42.203081Z
medium
debugging
"I have a program at `/app/` that crashes under RELEASE mode but not under DEBUG mode.\nPlease help (...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"efa41243-0888-4f48-8e9b-ac8954e3a45c\"(...TRUNCATED)
"Hit:1 http://archive.ubuntu.com/ubuntu noble InRelease\nHit:2 http://security.ubuntu.com/ubuntu nob(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
financial-document-processor
financial-document-processor__DYoaqZi
false
0
0
3
226,463
26,096
null
null
false
2026-04-28T10:04:17.703530Z
2026-04-28T10:24:42.327624Z
medium
data-processing
"You have a collection of mixed document files in the `/app/documents/` directory containing both JP(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"d25c2abb-4805-40ee-b377-4beebce233c7\"(...TRUNCATED)
"Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
install-windows-3.11
install-windows-3.11__6YFjsY8
false
0
0
5
411,773
51,575
null
null
false
2026-04-28T10:04:17.701534Z
2026-04-28T11:04:46.368286Z
hard
system-administration
"Run Windows 3.11 for Workgroups in a virtual machine using qemu. You image is in `/app/isos/win311.(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"5fb663e3-766e-48da-9bce-aea641b23b9e\"(...TRUNCATED)
"Hit:1 http://archive.ubuntu.com/ubuntu noble InRelease\nHit:2 http://archive.ubuntu.com/ubuntu nobl(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
merge-diff-arc-agi-task
merge-diff-arc-agi-task__PfdrqfG
false
0
0
2
321,058
20,254
null
null
false
2026-04-28T10:04:17.686446Z
2026-04-28T10:19:52.292220Z
medium
debugging
"mkdir /app/repo, then initialize a git repo at /app/repo.\nFetch the first git bundle located at /a(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"d36a7524-73cd-4625-afca-0728831e43ce\"(...TRUNCATED)
"Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
path-tracing
path-tracing__dXLUHZ3
false
0
0
1
138,996
20,640
null
null
false
2026-04-28T10:04:17.690813Z
2026-04-28T10:34:36.533027Z
hard
software-engineering
"I've put an image at /app/image.ppm that I rendered programmatically. Write a c program image.c tha(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"22c18a96-f3c6-420b-82a7-7e32e23abf40\"(...TRUNCATED)
"Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
qemu-alpine-ssh
qemu-alpine-ssh__dL7DZGT
false
0
0
0
12,051
7,184
null
null
false
2026-04-28T10:04:17.699919Z
2026-04-28T10:19:29.398803Z
medium
system-administration
"Start the /app/alpine.iso image in qemu, and then start an ssh server on the alpine linux vm. When (...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"73cb7cf9-c567-41a8-90b9-1d97c320cf9a\"(...TRUNCATED)
"Hit:1 http://deb.debian.org/debian bullseye InRelease\nHit:2 http://deb.debian.org/debian-security (...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
schemelike-metacircular-eval
schemelike-metacircular-eval__jdavxcH
false
0
0
2
274,818
23,793
null
null
false
2026-04-28T10:04:17.694520Z
2026-04-28T10:44:39.388044Z
medium
software-engineering
"Write a file eval.scm that is a metacircular evaluator capable of interpreting the scheme-like lang(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"178447e1-9c3b-4ba3-87cf-2029cf4675c8\"(...TRUNCATED)
"Hit:1 http://deb.debian.org/debian bookworm InRelease\nHit:2 http://deb.debian.org/debian bookworm-(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
winning-avg-corewars
winning-avg-corewars__YVTeHRq
false
0
0
7
550,024
48,836
null
null
false
2026-04-28T10:04:17.689003Z
2026-04-28T11:04:35.409027Z
medium
software-engineering
"Write a CoreWars program that achieves a winning average against five classic opponent warriors.\np(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"3a8dca2b-ed0f-47fc-8793-f72e94f92c62\"(...TRUNCATED)
"Get:1 http://deb.debian.org/debian stable InRelease [140 kB]\nGet:2 http://deb.debian.org/debian tr(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
marin_step858
chess-best-move
chess-best-move__fMv2JAG
false
0
0
1
175,429
24,511
null
null
false
2026-04-28T10:04:01.893697Z
2026-04-28T10:19:29.894160Z
medium
games
"The file chess_board.png has an image of a chess board. It is currently white to move. Write the be(...TRUNCATED)
"{\n \"schema_version\": \"ATIF-v1.5\",\n \"session_id\": \"ebc07383-91f1-4f44-a98a-2b2cbf52543a\"(...TRUNCATED)
"Hit:1 http://security.ubuntu.com/ubuntu noble-security InRelease\nHit:2 http://archive.ubuntu.com/u(...TRUNCATED)
"bash: cannot set terminal process group (1): Inappropriate ioctl for device\nbash: no job control i(...TRUNCATED)
End of preview. Expand in Data Studio

Terminal-Bench 2.0 — SFT Trajectory Comparison

Per-trial agent trajectories from running Terminal-Bench 2.0 against three supervised fine-tuned 32B-parameter checkpoints. Generated to debug a 70%-degeneration failure mode in marin-32b-base SFT and posted alongside the diagnosis in marin-community/marin#4760.

Each split is filtered to the trials referenced in the canonical per-shard samples_*.jsonl (the eval that wrote .executor_status=SUCCESS). Trial directories from prior crashed Harbor launches are excluded.

Splits = models

Split Checkpoint SFT base Steps Examples seen
marin_step858 marin-community/marin-32b-base SFT, EOS-patched Marin-32B base 858 ~110K
qwen3_step1000 Qwen3-32B SFT (exp4307, mid-training snapshot) Qwen3-32B base 1000 ~128K
qwen3_step500 Qwen3-32B SFT (exp4307, earlier snapshot) Qwen3-32B base 500 ~64K

All three were evaluated under the same Harbor + Daytona setup with identical sampling settings (temperature=0.6, top_p=0.95, top_k=20, max_output_tokens=8192, terminus-2, max_input_tokens=24576, vLLM native serving). The Marin checkpoint was patched after eval revealed an EOS-token mismatch — its OLE rate dropped from 70% to 11% post-patch, and this dataset captures the patched run.

Schema (one row per trial)

Field Type Notes
model string Same as split name
task_name string TB2 task (e.g. sqlite-with-gcov)
trial_name string Unique per attempt
is_solved bool verifier_result.rewards.reward == 1.0
reward float 0.0 / 1.0
n_episodes int Agent episodes before terminal state
summarization_count int Times the agent summarized context
n_input_tokens / n_output_tokens int Total prompt / generated tokens
exception_type / exception_message string | null e.g. AgentTimeoutError
output_length_exceeded bool True if OutputLengthExceededError appears in the trial log (smoking gun for the EOS bug)
started_at / finished_at string ISO 8601
task_difficulty / task_category string from TB2 task.toml metadata
task_instruction string full instruction.md body
atif string Raw agent/trajectory.json contents (ATIF v1.6) as a JSON string. Decode with json.loads. Replaces the previous messages column.
verifier_stdout / verifier_stderr string Test-runner output, clipped to 10K chars

The atif column preserves the original Agent Trajectory Interchange Format export from Harbor — full per-step messages, source labels (user / agent / system), timestamps, and step IDs — instead of a re-shaped chat-format view.

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