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The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
action: struct<additionalProperties: bool, description: string, properties: struct<metadata: struct<addition (... 601 chars omitted)
  child 0, additionalProperties: bool
  child 1, description: string
  child 2, properties: struct<metadata: struct<additionalProperties: bool, description: string, title: string, type: string (... 503 chars omitted)
      child 0, metadata: struct<additionalProperties: bool, description: string, title: string, type: string>
          child 0, additionalProperties: bool
          child 1, description: string
          child 2, title: string
          child 3, type: string
      child 1, action_type: struct<default: string, title: string, type: string>
          child 0, default: string
          child 1, title: string
          child 2, type: string
      child 2, command: struct<default: string, title: string, type: string>
          child 0, default: string
          child 1, title: string
          child 2, type: string
      child 3, session_id: struct<anyOf: list<item: struct<type: string>>, default: null, title: string>
          child 0, anyOf: list<item: struct<type: string>>
              child 0, item: struct<type: string>
                  child 0, type: string
          child 1, default: null
          child 2, title: string
      child 4, block: struct<default: bool, title: string, type: string>
          child 0, default: bool
          child 1, title: string
          child 2, type: string
      child 5, wait_seconds: struct<anyOf
...
0, additionalProperties: bool
          child 1, title: string
          child 2, type: string
  child 3, title: string
  child 4, type: string
files: struct<arena/concordance_records/__init__.py: string, arena/concordance_records/app.py: string, aren (... 888 chars omitted)
  child 0, arena/concordance_records/__init__.py: string
  child 1, arena/concordance_records/app.py: string
  child 2, arena/concordance_records/catalog.py: string
  child 3, arena/concordance_records/cli.py: string
  child 4, arena/concordance_records/Dockerfile: string
  child 5, arena/concordance_records/families/__init__.py: string
  child 6, arena/concordance_records/families/capacity.py: string
  child 7, arena/concordance_records/families/contacts.py: string
  child 8, arena/concordance_records/families/headcount.py: string
  child 9, arena/concordance_records/families/heat.py: string
  child 10, arena/concordance_records/families/lab_units.py: string
  child 11, arena/concordance_records/families/ledger.py: string
  child 12, arena/concordance_records/jail.py: string
  child 13, arena/concordance_records/LICENSE-OpenEnv.txt: string
  child 14, arena/concordance_records/models.py: string
  child 15, arena/concordance_records/runtime.py: string
  child 16, arena/concordance_records/verifier.py: string
  child 17, LICENSE-OpenEnv.txt: string
  child 18, NOTICE.txt: string
  child 19, README.md: string
  child 20, schema.json: string
  child 21, submission.json: string
  child 22, tasks.jsonl: string
to
{'files': {'arena/concordance_records/__init__.py': Value('string'), 'arena/concordance_records/app.py': Value('string'), 'arena/concordance_records/catalog.py': Value('string'), 'arena/concordance_records/cli.py': Value('string'), 'arena/concordance_records/Dockerfile': Value('string'), 'arena/concordance_records/families/__init__.py': Value('string'), 'arena/concordance_records/families/capacity.py': Value('string'), 'arena/concordance_records/families/contacts.py': Value('string'), 'arena/concordance_records/families/headcount.py': Value('string'), 'arena/concordance_records/families/heat.py': Value('string'), 'arena/concordance_records/families/lab_units.py': Value('string'), 'arena/concordance_records/families/ledger.py': Value('string'), 'arena/concordance_records/jail.py': Value('string'), 'arena/concordance_records/LICENSE-OpenEnv.txt': Value('string'), 'arena/concordance_records/models.py': Value('string'), 'arena/concordance_records/runtime.py': Value('string'), 'arena/concordance_records/verifier.py': Value('string'), 'LICENSE-OpenEnv.txt': Value('string'), 'NOTICE.txt': Value('string'), 'README.md': Value('string'), 'schema.json': Value('string'), 'submission.json': Value('string'), 'tasks.jsonl': Value('string')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
                  return get_rows(
                      dataset=dataset,
                  ...<4 lines>...
                      column_names=column_names,
                  )
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
                  rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
                File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
                  yield from ds.decode(False) if ds.features else ds
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2951, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2461, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2486, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 547, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 430, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              action: struct<additionalProperties: bool, description: string, properties: struct<metadata: struct<addition (... 601 chars omitted)
                child 0, additionalProperties: bool
                child 1, description: string
                child 2, properties: struct<metadata: struct<additionalProperties: bool, description: string, title: string, type: string (... 503 chars omitted)
                    child 0, metadata: struct<additionalProperties: bool, description: string, title: string, type: string>
                        child 0, additionalProperties: bool
                        child 1, description: string
                        child 2, title: string
                        child 3, type: string
                    child 1, action_type: struct<default: string, title: string, type: string>
                        child 0, default: string
                        child 1, title: string
                        child 2, type: string
                    child 2, command: struct<default: string, title: string, type: string>
                        child 0, default: string
                        child 1, title: string
                        child 2, type: string
                    child 3, session_id: struct<anyOf: list<item: struct<type: string>>, default: null, title: string>
                        child 0, anyOf: list<item: struct<type: string>>
                            child 0, item: struct<type: string>
                                child 0, type: string
                        child 1, default: null
                        child 2, title: string
                    child 4, block: struct<default: bool, title: string, type: string>
                        child 0, default: bool
                        child 1, title: string
                        child 2, type: string
                    child 5, wait_seconds: struct<anyOf
              ...
              0, additionalProperties: bool
                        child 1, title: string
                        child 2, type: string
                child 3, title: string
                child 4, type: string
              files: struct<arena/concordance_records/__init__.py: string, arena/concordance_records/app.py: string, aren (... 888 chars omitted)
                child 0, arena/concordance_records/__init__.py: string
                child 1, arena/concordance_records/app.py: string
                child 2, arena/concordance_records/catalog.py: string
                child 3, arena/concordance_records/cli.py: string
                child 4, arena/concordance_records/Dockerfile: string
                child 5, arena/concordance_records/families/__init__.py: string
                child 6, arena/concordance_records/families/capacity.py: string
                child 7, arena/concordance_records/families/contacts.py: string
                child 8, arena/concordance_records/families/headcount.py: string
                child 9, arena/concordance_records/families/heat.py: string
                child 10, arena/concordance_records/families/lab_units.py: string
                child 11, arena/concordance_records/families/ledger.py: string
                child 12, arena/concordance_records/jail.py: string
                child 13, arena/concordance_records/LICENSE-OpenEnv.txt: string
                child 14, arena/concordance_records/models.py: string
                child 15, arena/concordance_records/runtime.py: string
                child 16, arena/concordance_records/verifier.py: string
                child 17, LICENSE-OpenEnv.txt: string
                child 18, NOTICE.txt: string
                child 19, README.md: string
                child 20, schema.json: string
                child 21, submission.json: string
                child 22, tasks.jsonl: string
              to
              {'files': {'arena/concordance_records/__init__.py': Value('string'), 'arena/concordance_records/app.py': Value('string'), 'arena/concordance_records/catalog.py': Value('string'), 'arena/concordance_records/cli.py': Value('string'), 'arena/concordance_records/Dockerfile': Value('string'), 'arena/concordance_records/families/__init__.py': Value('string'), 'arena/concordance_records/families/capacity.py': Value('string'), 'arena/concordance_records/families/contacts.py': Value('string'), 'arena/concordance_records/families/headcount.py': Value('string'), 'arena/concordance_records/families/heat.py': Value('string'), 'arena/concordance_records/families/lab_units.py': Value('string'), 'arena/concordance_records/families/ledger.py': Value('string'), 'arena/concordance_records/jail.py': Value('string'), 'arena/concordance_records/LICENSE-OpenEnv.txt': Value('string'), 'arena/concordance_records/models.py': Value('string'), 'arena/concordance_records/runtime.py': Value('string'), 'arena/concordance_records/verifier.py': Value('string'), 'LICENSE-OpenEnv.txt': Value('string'), 'NOTICE.txt': Value('string'), 'README.md': Value('string'), 'schema.json': Value('string'), 'submission.json': Value('string'), 'tasks.jsonl': Value('string')}}
              because column names don't match

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Concordance Records

Twelve terminal tasks for reconciling records, across six original families. Each family has two versions. All records are simulated; no peer-authored datasets or real personal or clinical records are included.

Family Task Added rule in the second version
Contacts Resolve aliases and field updates. Withdrawals, cutoff and explicit field clearing.
Workforce Reconcile hires, exits and transfers using effective dates. Event revisions and fractional staffing.
Receivables Reconcile signed invoices and versioned payments. Currency conversion and split allocations.
Capacity Calculate equipment availability and capacity factors. Partial months and overlapping outages.
Process energy Reconcile heat measurements and reported totals. Reporting-period and feedstock exclusions.
Instrument results Normalize units and exclude failed quality controls. Latest passing rerun and dilution correction.

Execution and reward

The agent reads ordinary files and writes answer.json in an isolated working directory. Instructions and rules.md describe the required output and all scored business rules. Python and shell tools are available. Candidate commands run in a separate Linux jail; the trusted controller and reference answers stay outside it. Route all commands through OpenEnv actions, not through docker exec.

The controller freezes the submitted JSON, closes the working jail and compares typed values with a private reference. Submitted content is never executed by the scorer. Reward is 1 only when every requirement passes, otherwise 0. Equivalent record order and numeric encodings are accepted. Infrastructure failures are errors. evaluate and close both finalize with the same scorer.

First versions allow 4096 completion / 8192 context tokens; second versions allow 8192 / 16384, with 32 actions each. Task-list order does not prescribe an Arena curriculum. Defaults select twelve frozen instances; explicit reset seeds select new instances of those same templates.

Qualification

CPU checks cover 1200 generated worlds with independently implemented public-input solvers, hand-derived fixtures and plausible incorrect methods. All twelve default tasks were solved inside the actual jail. Native tests also cover malformed and forged artifacts, private-path access, concurrent isolation and cleanup. The published image matches the tested image configuration. These are technical tests; model difficulty and learning benefit have not been measured for this candidate.

Run

docker run --rm -p 127.0.0.1:8000:8000 ghcr.io/sagace-labs/sagace-rlenv-math-budget-20261018@sha256:34c791970362ffec3b1a353ae02b29823adee20e154b7ed1644f2743b43b6b54
openenv validate --url http://localhost:8000

/schema describes the OpenEnv interface. The image uses OpenEnv revision 86a180ede21e044f7929b9a7783ad83aa67d83a3. The source Dockerfile is at arena/concordance_records/Dockerfile, built from this dataset's root directory. No task downloads are needed at episode runtime. See tasks.jsonl for the data and submission.json for the exact image and limits. Rights: see NOTICE.txt.

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