task_id stringclasses 8
values | split stringclasses 1
value | family stringclasses 5
values | level stringclasses 6
values | domain stringclasses 4
values | qwen3.8_27b_solved_tdesk_rules stringclasses 4
values | example_instruction stringclasses 7
values |
|---|---|---|---|---|---|---|
pyrepo-located | train | pyrepo | located | software-engineering | 1/16 | # Fix a bug in tabulate
In /app/repo/tabulate, a recent change broke:
- `_CustomTextWrap._handle_long_word` in `tabulate/__init__.py` (lines 2785-2832). Test: `python3 -m pytest -q tests/test_output.py::test_break_long_words 2>&1 | tail -5`
Fix the library code, not the tests. Hidden tests run the full suite.
|
pyrepo-located2 | train | pyrepo | located2 | software-engineering | 0/16 | # Fix two bugs in tabulate
In /app/repo/tabulate, a recent change broke:
- `_CustomTextWrap._handle_long_word` in `tabulate/__init__.py` (lines 2785-2832). Test: `python3 -m pytest -q tests/test_output.py::test_break_long_words 2>&1 | tail -5`
- `_pipe_segment_with_colons` in `tabulate/__init__.py` (lines 136-147). Te... |
pyrepo-bug1 | train | pyrepo | bug1 | software-engineering | 1/16 | # Fix the tabulate library
A recent change introduced a bug in the `tabulate` library at /app/repo/tabulate. For example, the test `tests.test_output::test_break_long_words` now fails.
Find the cause and fix it in the library code.
- Run the visible tests with `cd /app/repo/tabulate && python3 -m pytest -q tests`. T... |
reflow-lite | train | reflow | lite | industrial-physical-systems | 3/16 | # Reflow ramp audit
Handbook: /app/docs (read all documents; definitions and limits come only from there). Data: /app/data.
Write /app/output/reflow_report.json: {"ramp_limit_c_per_s": <limit in force>, "max_preheat_ramp": {"R100": <C/s, 2 dp>, ...}, "violating_runs": [<sorted IDs over the limit>]}
|
downtime-lite | train | downtime | lite | industrial-physical-systems | 3/16 | # Line downtime
Report unplanned downtime per machine for the evening shift of 2026-09-20. Rules (definition, the limit in force on that date, which stops count) are in /app/handbook, including amendments. Data: /app/data.
Write /app/output/downtime.json: {"limit_min": <limit>, "downtime_by_machine": {"M01": <minutes>,... |
expenses-lite | train | expenses | lite | office-white-collar | 0/16 | # Expense audit
Audit of the Research department's claims dated in September 2026 (2026-09-01 to 2026-09-30). Policy with amendments: /app/policy. FX rates and corrections: /app/finance. Claims and employees: /app/data.
Write /app/output/expense_report.json: {"violations": [<sorted IDs of claims breaking policy>], "by_... |
routing-medium | train | routing | medium | mathematics-or-formal-reasoning | 4/16 | # Depot delivery plan
Plan today's deliveries for two vans, V1 and V2.
- Orders are in /app/data/orders.csv; the depot, vans, speed and service time are in /app/data/vans.json.
- Read /app/data/ops_notes.md: every note there is a binding constraint.
- Distances are great-circle distances on a sphere of radius 6371 km... |
routing-hard | train | routing | hard | mathematics-or-formal-reasoning | 1/16 | # Depot delivery plan
Plan today's deliveries for two vans, V1 and V2.
- Orders are in /app/data/orders.csv; the depot, vans, speed and service time are in /app/data/vans.json.
- Read /app/data/ops_notes.md: every note there is a binding constraint.
- Distances are great-circle distances on a sphere of radius 6371 km... |
T-Desk
These are the Workbench task families (real-library bug fixing, reflow and downtime audits, an expense audit, and route planning), served through an interface copied field for field from OpenEnv's tbench2_env. That is the interface the OpenEnv Arena operators' smoke tests use.
Interface
- Actions:
exec,write_file,evaluate. - Observations: the instruction is repeated every turn, and output is never trimmed.
- Reward: binary, through
evaluate. - Budget: 4,096 completion and 8,192 context tokens.
Pre-registered experiment. Does training under the eval's likely interface and budget move the private score, when other environments did not? The hypothesis, predictions and verdict rules are at https://github.com/moarshy/openenv-arena-notes/blob/main/versions/v6-tdesk.md
Calibration. Qwen3.8-27B, thinking off, strict JSON, arena budget accounting: 13/128 ≈ 10% solved. Failures were budget exhaustion (over-reading, re-verifying) and JSON format breaks.
- Image:
ghcr.io/moarshy/workbench:tdesk-v1 - Source: https://github.com/moarshy/workbench (
server/tdesk_environment.py) - Licences: the vendored libraries keep their own: toolz and boltons are BSD-3-Clause, tabulate and inflection are MIT.
v7: roomy variant (tdesk-roomy-v1)
The same tbench2 interface with Workbench v3's budget (12,288 / 16,384) and tasks (minus plant). It isolates the interface from the budget after v6 scored 0/40. Pre-registered at https://github.com/moarshy/openenv-arena-notes/blob/main/versions/v7-tdesk-roomy.md
- Image:
ghcr.io/moarshy/workbench:tdesk-roomy-v1 - Tasks:
data/tasks_roomy.jsonl - Calibration (strict JSON): 11/64. With room to work, format breaks, not the budget, dominate failures.
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