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Datasets:
Quome
/
haarf-drift

Tasks:
Other
Languages:
English
Size:
100K<n<1M
Tags:
clinical-ai
llm-security
ai-agents
healthcare
haarf
quokkaguard
License:
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
case: int64
score: double
outcome: bool
agent_id: string
tool: string
verdict: string
autonomy_level: int64
autonomous: bool
to
{'case': Value('int64'), 'score': Value('float64'), 'autonomous': Value('bool'), 'autonomy_level': Value('int64'), 'agent_id': Value('string'), 'tool': Value('string'), 'verdict': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                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
              case: int64
              score: double
              outcome: bool
              agent_id: string
              tool: string
              verdict: string
              autonomy_level: int64
              autonomous: bool
              to
              {'case': Value('int64'), 'score': Value('float64'), 'autonomous': Value('bool'), 'autonomy_level': Value('int64'), 'agent_id': Value('string'), 'tool': Value('string'), 'verdict': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

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End of preview.

HAARF-Drift

Off-hot-path drift, autonomy-creep, and behavioral-anomaly monitoring over the signed decision stream.

HAARF-Drift is the benchmark corpus for Watching the Deployment, Not the Call: Continuous Performance and Drift Monitoring for Deployed Clinical Agents, the qudrift module of the QUOKKAGUARD program. It ships with the qudrift repository, which contains the qfire gateway layer under test, the experiment harness, and the paper.

168 fully synthetic, deterministic (seed 42) temporal agent-decision streams of 1000 MonitorEvents each: 54 drift-onset + 18 clean streams (covariate, label, and model-update shift at delta 0.10/0.25/0.45 with a labeled onset t0), 24 autonomy-creep + 24 clean, and 24 behavioral-anomaly (unseen exfiltrate tool) + 24 clean, with a labels.jsonl sidecar; the streams are gitignored and regenerable, only the README and generator are tracked.

All data are synthetic. No real patient data or protected health information (PHI) is included; clinical content is generated from templates with fixed seeds.

Files

File Size Rows
README.md 2 KB
autonomy/clean_0.jsonl 130 KB 1,000 rows
autonomy/clean_1.jsonl 130 KB 1,000 rows
autonomy/clean_10.jsonl 130 KB 1,000 rows
autonomy/clean_11.jsonl 130 KB 1,000 rows
autonomy/clean_12.jsonl 130 KB 1,000 rows
autonomy/clean_13.jsonl 130 KB 1,000 rows
autonomy/clean_14.jsonl 130 KB 1,000 rows
autonomy/clean_15.jsonl 130 KB 1,000 rows
autonomy/clean_16.jsonl 130 KB 1,000 rows
autonomy/clean_17.jsonl 130 KB 1,000 rows
autonomy/clean_18.jsonl 130 KB 1,000 rows
autonomy/clean_19.jsonl 130 KB 1,000 rows
autonomy/clean_2.jsonl 130 KB 1,000 rows
autonomy/clean_20.jsonl 130 KB 1,000 rows
autonomy/clean_21.jsonl 130 KB 1,000 rows
autonomy/clean_22.jsonl 130 KB 1,000 rows
autonomy/clean_23.jsonl 130 KB 1,000 rows
autonomy/clean_3.jsonl 130 KB 1,000 rows
autonomy/clean_4.jsonl 130 KB 1,000 rows
autonomy/clean_5.jsonl 130 KB 1,000 rows
autonomy/clean_6.jsonl 130 KB 1,000 rows
autonomy/clean_7.jsonl 130 KB 1,000 rows
autonomy/clean_8.jsonl 130 KB 1,000 rows
autonomy/clean_9.jsonl 130 KB 1,000 rows
autonomy/creep_0.jsonl 130 KB 1,000 rows
autonomy/creep_1.jsonl 130 KB 1,000 rows
autonomy/creep_10.jsonl 130 KB 1,000 rows
autonomy/creep_11.jsonl 130 KB 1,000 rows
autonomy/creep_12.jsonl 130 KB 1,000 rows
autonomy/creep_13.jsonl 130 KB 1,000 rows
autonomy/creep_14.jsonl 130 KB 1,000 rows
autonomy/creep_15.jsonl 130 KB 1,000 rows
autonomy/creep_16.jsonl 130 KB 1,000 rows
autonomy/creep_17.jsonl 130 KB 1,000 rows
autonomy/creep_18.jsonl 130 KB 1,000 rows
autonomy/creep_19.jsonl 130 KB 1,000 rows
autonomy/creep_2.jsonl 130 KB 1,000 rows
autonomy/creep_20.jsonl 130 KB 1,000 rows
autonomy/creep_21.jsonl 130 KB 1,000 rows
autonomy/creep_22.jsonl 130 KB 1,000 rows
autonomy/creep_23.jsonl 130 KB 1,000 rows
autonomy/creep_3.jsonl 130 KB 1,000 rows
autonomy/creep_4.jsonl 130 KB 1,000 rows
autonomy/creep_5.jsonl 130 KB 1,000 rows
autonomy/creep_6.jsonl 130 KB 1,000 rows
autonomy/creep_7.jsonl 130 KB 1,000 rows
autonomy/creep_8.jsonl 130 KB 1,000 rows
autonomy/creep_9.jsonl 130 KB 1,000 rows
behavior/anomaly_0.jsonl 130 KB 1,000 rows
behavior/anomaly_1.jsonl 130 KB 1,000 rows
behavior/anomaly_10.jsonl 130 KB 1,000 rows
behavior/anomaly_11.jsonl 131 KB 1,000 rows
behavior/anomaly_12.jsonl 130 KB 1,000 rows
behavior/anomaly_13.jsonl 130 KB 1,000 rows
behavior/anomaly_14.jsonl 130 KB 1,000 rows
behavior/anomaly_15.jsonl 130 KB 1,000 rows
behavior/anomaly_16.jsonl 130 KB 1,000 rows
behavior/anomaly_17.jsonl 130 KB 1,000 rows
behavior/anomaly_18.jsonl 130 KB 1,000 rows
behavior/anomaly_19.jsonl 130 KB 1,000 rows
behavior/anomaly_2.jsonl 131 KB 1,000 rows
behavior/anomaly_20.jsonl 130 KB 1,000 rows
behavior/anomaly_21.jsonl 130 KB 1,000 rows
behavior/anomaly_22.jsonl 130 KB 1,000 rows
behavior/anomaly_23.jsonl 130 KB 1,000 rows
behavior/anomaly_3.jsonl 130 KB 1,000 rows
behavior/anomaly_4.jsonl 130 KB 1,000 rows
behavior/anomaly_5.jsonl 130 KB 1,000 rows
behavior/anomaly_6.jsonl 130 KB 1,000 rows
behavior/anomaly_7.jsonl 130 KB 1,000 rows
behavior/anomaly_8.jsonl 130 KB 1,000 rows
behavior/anomaly_9.jsonl 130 KB 1,000 rows
behavior/clean_0.jsonl 130 KB 1,000 rows
behavior/clean_1.jsonl 130 KB 1,000 rows
behavior/clean_10.jsonl 130 KB 1,000 rows
behavior/clean_11.jsonl 130 KB 1,000 rows
behavior/clean_12.jsonl 130 KB 1,000 rows
behavior/clean_13.jsonl 130 KB 1,000 rows
behavior/clean_14.jsonl 130 KB 1,000 rows
behavior/clean_15.jsonl 130 KB 1,000 rows
behavior/clean_16.jsonl 130 KB 1,000 rows
behavior/clean_17.jsonl 130 KB 1,000 rows
behavior/clean_18.jsonl 130 KB 1,000 rows
behavior/clean_19.jsonl 130 KB 1,000 rows
behavior/clean_2.jsonl 130 KB 1,000 rows
behavior/clean_20.jsonl 130 KB 1,000 rows
behavior/clean_21.jsonl 130 KB 1,000 rows
behavior/clean_22.jsonl 130 KB 1,000 rows
behavior/clean_23.jsonl 130 KB 1,000 rows
behavior/clean_3.jsonl 130 KB 1,000 rows
behavior/clean_4.jsonl 130 KB 1,000 rows
behavior/clean_5.jsonl 130 KB 1,000 rows
behavior/clean_6.jsonl 130 KB 1,000 rows
behavior/clean_7.jsonl 130 KB 1,000 rows
behavior/clean_8.jsonl 130 KB 1,000 rows
behavior/clean_9.jsonl 130 KB 1,000 rows
drift/clean_0.jsonl 162 KB 1,000 rows
drift/clean_1.jsonl 162 KB 1,000 rows
drift/clean_10.jsonl 163 KB 1,000 rows
drift/clean_11.jsonl 162 KB 1,000 rows
drift/clean_12.jsonl 162 KB 1,000 rows
drift/clean_13.jsonl 162 KB 1,000 rows
drift/clean_14.jsonl 162 KB 1,000 rows
drift/clean_15.jsonl 162 KB 1,000 rows
drift/clean_16.jsonl 162 KB 1,000 rows
drift/clean_17.jsonl 162 KB 1,000 rows
drift/clean_2.jsonl 162 KB 1,000 rows
drift/clean_3.jsonl 162 KB 1,000 rows
drift/clean_4.jsonl 162 KB 1,000 rows
drift/clean_5.jsonl 163 KB 1,000 rows
drift/clean_6.jsonl 162 KB 1,000 rows
drift/clean_7.jsonl 162 KB 1,000 rows
drift/clean_8.jsonl 162 KB 1,000 rows
drift/clean_9.jsonl 163 KB 1,000 rows
drift/covariate_large_0.jsonl 162 KB 1,000 rows
drift/covariate_large_1.jsonl 162 KB 1,000 rows
drift/covariate_large_2.jsonl 162 KB 1,000 rows
drift/covariate_large_3.jsonl 162 KB 1,000 rows
drift/covariate_large_4.jsonl 162 KB 1,000 rows
drift/covariate_large_5.jsonl 162 KB 1,000 rows
drift/covariate_med_0.jsonl 162 KB 1,000 rows
drift/covariate_med_1.jsonl 162 KB 1,000 rows
drift/covariate_med_2.jsonl 162 KB 1,000 rows
drift/covariate_med_3.jsonl 162 KB 1,000 rows
drift/covariate_med_4.jsonl 162 KB 1,000 rows
drift/covariate_med_5.jsonl 162 KB 1,000 rows
drift/covariate_small_0.jsonl 162 KB 1,000 rows
drift/covariate_small_1.jsonl 162 KB 1,000 rows
drift/covariate_small_2.jsonl 162 KB 1,000 rows
drift/covariate_small_3.jsonl 162 KB 1,000 rows
drift/covariate_small_4.jsonl 162 KB 1,000 rows
drift/covariate_small_5.jsonl 162 KB 1,000 rows
drift/label_large_0.jsonl 162 KB 1,000 rows
drift/label_large_1.jsonl 162 KB 1,000 rows
drift/label_large_2.jsonl 162 KB 1,000 rows
drift/label_large_3.jsonl 162 KB 1,000 rows
drift/label_large_4.jsonl 162 KB 1,000 rows
drift/label_large_5.jsonl 162 KB 1,000 rows
drift/label_med_0.jsonl 162 KB 1,000 rows
drift/label_med_1.jsonl 162 KB 1,000 rows
drift/label_med_2.jsonl 162 KB 1,000 rows
drift/label_med_3.jsonl 162 KB 1,000 rows
drift/label_med_4.jsonl 162 KB 1,000 rows
drift/label_med_5.jsonl 162 KB 1,000 rows
drift/label_small_0.jsonl 162 KB 1,000 rows
drift/label_small_1.jsonl 162 KB 1,000 rows
drift/label_small_2.jsonl 162 KB 1,000 rows
drift/label_small_3.jsonl 162 KB 1,000 rows
drift/label_small_4.jsonl 162 KB 1,000 rows
drift/label_small_5.jsonl 162 KB 1,000 rows
drift/model_update_large_0.jsonl 162 KB 1,000 rows
drift/model_update_large_1.jsonl 162 KB 1,000 rows
drift/model_update_large_2.jsonl 162 KB 1,000 rows
drift/model_update_large_3.jsonl 162 KB 1,000 rows
drift/model_update_large_4.jsonl 162 KB 1,000 rows
drift/model_update_large_5.jsonl 162 KB 1,000 rows
drift/model_update_med_0.jsonl 162 KB 1,000 rows
drift/model_update_med_1.jsonl 162 KB 1,000 rows
drift/model_update_med_2.jsonl 162 KB 1,000 rows
drift/model_update_med_3.jsonl 162 KB 1,000 rows
drift/model_update_med_4.jsonl 162 KB 1,000 rows
drift/model_update_med_5.jsonl 162 KB 1,000 rows
drift/model_update_small_0.jsonl 162 KB 1,000 rows
drift/model_update_small_1.jsonl 162 KB 1,000 rows
drift/model_update_small_2.jsonl 162 KB 1,000 rows
drift/model_update_small_3.jsonl 162 KB 1,000 rows
drift/model_update_small_4.jsonl 162 KB 1,000 rows
drift/model_update_small_5.jsonl 162 KB 1,000 rows
labels.jsonl 22 KB 168 rows

Record schemas

  • autonomy/clean_0.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_1.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_10.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_11.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_12.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_13.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_14.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_15.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_16.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_17.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_18.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_19.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_2.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_20.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_21.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_22.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_23.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_3.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_4.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_5.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_6.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_7.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_8.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/clean_9.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_0.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_1.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_10.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_11.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_12.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_13.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_14.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_15.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
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  • autonomy/creep_19.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_2.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • autonomy/creep_20.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
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  • autonomy/creep_6.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
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  • autonomy/creep_9.jsonl: case, score, autonomous, autonomy_level, agent_id, tool, verdict
  • behavior/anomaly_0.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_1.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_10.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
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  • behavior/anomaly_15.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_16.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
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  • behavior/anomaly_2.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_20.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
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  • behavior/anomaly_3.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_4.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
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  • behavior/anomaly_6.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_7.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_8.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/anomaly_9.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_0.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_1.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_10.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_11.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_12.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_13.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_14.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_15.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_16.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_17.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_18.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_19.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_2.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_20.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_21.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_22.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
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  • behavior/clean_3.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
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  • behavior/clean_5.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_6.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_7.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_8.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • behavior/clean_9.jsonl: case, score, tool, agent_id, verdict, autonomy_level, autonomous
  • drift/clean_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_10.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_11.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_12.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
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  • drift/clean_14.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_15.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_16.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_17.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_6.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_7.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_8.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/clean_9.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_large_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_large_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_large_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_large_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_large_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_large_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_med_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_med_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_med_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
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  • drift/covariate_small_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_small_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_small_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_small_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_small_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/covariate_small_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_large_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_large_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_large_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_large_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_large_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_large_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_med_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_med_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_med_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_med_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_med_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_med_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_small_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_small_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_small_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_small_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_small_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/label_small_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_large_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_large_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_large_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_large_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_large_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_large_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_med_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_med_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_med_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_med_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_med_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_med_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_small_0.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_small_1.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_small_2.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_small_3.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_small_4.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • drift/model_update_small_5.jsonl: case, score, outcome, agent_id, tool, verdict, autonomy_level, autonomous
  • labels.jsonl: file, family, kind, t0, delta, onset_magnitude

How it was generated

The corpus is produced by the generator in the paper repository and is fully deterministic (fixed seeds), so it can be regenerated byte-for-byte.

# from the qudrift repository root (deterministic seeds)
python3 scripts/011-drift-monitoring/gen_drift.py   # default --per 6 --seed 42 --out datasets/011-drift-monitoring

Intended use

Evaluating the monitor enforcement layer of a clinical-agent security gateway (HAARF control C1.4/C1.5): A clinical agent that is safe at release does not stay safe: practice patterns shift, an upstream model is swapped, or an attacker reshapes behavior gradually to stay under per-call detectors, and labeled outcomes arrive late or never.

The experiments that consume it (E-series in the paper) are reproduced from the repository:

git clone https://github.com/quome-cloud/qudrift
cd qudrift
cargo build --release

then follow the Reproduce the experiments section of its README.

Citation

This benchmark was built to evaluate a control of the Healthcare AI Agents Regulatory Framework (HAARF), the source framework for the QUOKKAGUARD program. Please cite both the paper and HAARF:

@unpublished{schwoebel2026qudrift,
  author = {Schwoebel, Jim and {QUOKKAGUARD Contributors}},
  title  = {Watching the Deployment, Not the Call: Continuous Performance and Drift Monitoring for Deployed Clinical Agents},
  note   = {Preprint. Quome, QUOKKAGUARD program (qudrift module)},
  year   = {2026},
  url    = {https://github.com/quome-cloud/qudrift}
}

@unpublished{schwoebel2026haarf,
  author = {Schwoebel, Jim and Frasch, Martin and Spalding, Art and Sewell, Ed and Englert, Phil and Halpert, Ben and Overbay, Collin and Semenec, Ingrida and Shor, Joel},
  title  = {{HAARF}: Healthcare {AI} agents regulatory framework --- a comprehensive security verification standard for autonomous {AI} systems in clinical environments},
  note   = {medRxiv Preprint},
  year   = {2026},
  month  = {April},
  doi    = {10.64898/2026.04.09.26350519},
  url    = {https://www.medrxiv.org/content/10.64898/2026.04.09.26350519v1}
}

License

Apache License 2.0. Copyright (c) 2026 Quome, Inc.
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