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Datasets:
cjc0013
/
ouroboros-autonomous-mathematics-process

Languages:
English
Tags:
autonomous-research
graph-theory
path-homology
self-improvement
white-paper
License:
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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
artifact_integrity_verifiable: bool
campaign_execution_reproducible_from_bundle: bool
declared_tier: string
end_to_end_reproducible: bool
explicit_mathematical_specimens_included: bool
reason: string
schema: string
specimen_replay_code_included: bool
expected_private: bool
publication_mode: string
numbered_release: bool
reported_private_cohort: struct<authenticated_turn_count: int64, historical_case_count: int64>
  child 0, authenticated_turn_count: int64
  child 1, historical_case_count: int64
files: struct<CITATION.cff: struct<byte_count: int64, sha256: string>, CLAIM_BOUNDARIES.md: struct<byte_cou (... 577 chars omitted)
  child 0, CITATION.cff: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 1, CLAIM_BOUNDARIES.md: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 2, LICENSE.txt: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 3, OUROBOROS_AUTONOMOUS_MATHEMATICS_PROCESS_PUBLIC_RELEASE.pdf: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 4, OUROBOROS_DIRECTED_PATH_HOMOLOGY_EDGE_ADDITION_TECHNICAL_APPENDIX_PUBLIC_RELEASE.pdf: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 5, PROCESS_WHITE_PAPER.md: struct<byte_count: int64, sha256: string>
      child 0, b
...
: int64
      child 1, sha256: string
  child 6, README.md: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 7, TECHNICAL_APPENDIX.md: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
  child 8, reproducibility_evidence.json: struct<byte_count: int64, sha256: string>
      child 0, byte_count: int64
      child 1, sha256: string
evidence_standard: struct<exact_math_claims_bounded_by_definitions: bool, internal_system_disclosed: bool, literature_p (... 200 chars omitted)
  child 0, exact_math_claims_bounded_by_definitions: bool
  child 1, internal_system_disclosed: bool
  child 2, literature_priority_claimed: bool
  child 3, process_report: bool
  child 4, production_cutover_claimed: bool
  child 5, remote_replay_download_required: bool
  child 6, replay_package_included: bool
  child 7, system_measurements_independently_verifiable: bool
repository_owner_controls_public_flip: bool
generated_utc: string
repo_type: string
status: string
status_label: string
manifest_version: string
bundle_sha256: string
target_dataset_id: string
paper: struct<appendix_pdf_pages: int64, appendix_title: string, author: string, process_pdf_pages: int64,  (... 54 chars omitted)
  child 0, appendix_pdf_pages: int64
  child 1, appendix_title: string
  child 2, author: string
  child 3, process_pdf_pages: int64
  child 4, process_title: string
  child 5, publication_date: timestamp[s]
to
{'bundle_sha256': Value('string'), 'evidence_standard': {'exact_math_claims_bounded_by_definitions': Value('bool'), 'internal_system_disclosed': Value('bool'), 'literature_priority_claimed': Value('bool'), 'process_report': Value('bool'), 'production_cutover_claimed': Value('bool'), 'remote_replay_download_required': Value('bool'), 'replay_package_included': Value('bool'), 'system_measurements_independently_verifiable': Value('bool')}, 'expected_private': Value('bool'), 'files': {'CITATION.cff': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'CLAIM_BOUNDARIES.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'LICENSE.txt': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'OUROBOROS_AUTONOMOUS_MATHEMATICS_PROCESS_PUBLIC_RELEASE.pdf': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'OUROBOROS_DIRECTED_PATH_HOMOLOGY_EDGE_ADDITION_TECHNICAL_APPENDIX_PUBLIC_RELEASE.pdf': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'PROCESS_WHITE_PAPER.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'README.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'TECHNICAL_APPENDIX.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'reproducibility_evidence.json': {'byte_count': Value('int64'), 'sha256': Value('string')}}, 'generated_utc': Value('string'), 'manifest_version': Value('string'), 'numbered_release': Value('bool'), 'paper': {'appendix_pdf_pages': Value('int64'), 'appendix_title': Value('string'), 'author': Value('string'), 'process_pdf_pages': Value('int64'), 'process_title': Value('string'), 'publication_date': Value('timestamp[s]')}, 'publication_mode': Value('string'), 'repo_type': Value('string'), 'reported_private_cohort': {'authenticated_turn_count': Value('int64'), 'historical_case_count': Value('int64')}, 'repository_owner_controls_public_flip': Value('bool'), 'status': Value('string'), 'status_label': Value('string'), 'target_dataset_id': 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 2840, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2373, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ~~~~~~~~~~~~~~~~^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2398, 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 536, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 419, 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
              artifact_integrity_verifiable: bool
              campaign_execution_reproducible_from_bundle: bool
              declared_tier: string
              end_to_end_reproducible: bool
              explicit_mathematical_specimens_included: bool
              reason: string
              schema: string
              specimen_replay_code_included: bool
              expected_private: bool
              publication_mode: string
              numbered_release: bool
              reported_private_cohort: struct<authenticated_turn_count: int64, historical_case_count: int64>
                child 0, authenticated_turn_count: int64
                child 1, historical_case_count: int64
              files: struct<CITATION.cff: struct<byte_count: int64, sha256: string>, CLAIM_BOUNDARIES.md: struct<byte_cou (... 577 chars omitted)
                child 0, CITATION.cff: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 1, CLAIM_BOUNDARIES.md: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 2, LICENSE.txt: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 3, OUROBOROS_AUTONOMOUS_MATHEMATICS_PROCESS_PUBLIC_RELEASE.pdf: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 4, OUROBOROS_DIRECTED_PATH_HOMOLOGY_EDGE_ADDITION_TECHNICAL_APPENDIX_PUBLIC_RELEASE.pdf: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 5, PROCESS_WHITE_PAPER.md: struct<byte_count: int64, sha256: string>
                    child 0, b
              ...
              : int64
                    child 1, sha256: string
                child 6, README.md: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 7, TECHNICAL_APPENDIX.md: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
                child 8, reproducibility_evidence.json: struct<byte_count: int64, sha256: string>
                    child 0, byte_count: int64
                    child 1, sha256: string
              evidence_standard: struct<exact_math_claims_bounded_by_definitions: bool, internal_system_disclosed: bool, literature_p (... 200 chars omitted)
                child 0, exact_math_claims_bounded_by_definitions: bool
                child 1, internal_system_disclosed: bool
                child 2, literature_priority_claimed: bool
                child 3, process_report: bool
                child 4, production_cutover_claimed: bool
                child 5, remote_replay_download_required: bool
                child 6, replay_package_included: bool
                child 7, system_measurements_independently_verifiable: bool
              repository_owner_controls_public_flip: bool
              generated_utc: string
              repo_type: string
              status: string
              status_label: string
              manifest_version: string
              bundle_sha256: string
              target_dataset_id: string
              paper: struct<appendix_pdf_pages: int64, appendix_title: string, author: string, process_pdf_pages: int64,  (... 54 chars omitted)
                child 0, appendix_pdf_pages: int64
                child 1, appendix_title: string
                child 2, author: string
                child 3, process_pdf_pages: int64
                child 4, process_title: string
                child 5, publication_date: timestamp[s]
              to
              {'bundle_sha256': Value('string'), 'evidence_standard': {'exact_math_claims_bounded_by_definitions': Value('bool'), 'internal_system_disclosed': Value('bool'), 'literature_priority_claimed': Value('bool'), 'process_report': Value('bool'), 'production_cutover_claimed': Value('bool'), 'remote_replay_download_required': Value('bool'), 'replay_package_included': Value('bool'), 'system_measurements_independently_verifiable': Value('bool')}, 'expected_private': Value('bool'), 'files': {'CITATION.cff': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'CLAIM_BOUNDARIES.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'LICENSE.txt': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'OUROBOROS_AUTONOMOUS_MATHEMATICS_PROCESS_PUBLIC_RELEASE.pdf': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'OUROBOROS_DIRECTED_PATH_HOMOLOGY_EDGE_ADDITION_TECHNICAL_APPENDIX_PUBLIC_RELEASE.pdf': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'PROCESS_WHITE_PAPER.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'README.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'TECHNICAL_APPENDIX.md': {'byte_count': Value('int64'), 'sha256': Value('string')}, 'reproducibility_evidence.json': {'byte_count': Value('int64'), 'sha256': Value('string')}}, 'generated_utc': Value('string'), 'manifest_version': Value('string'), 'numbered_release': Value('bool'), 'paper': {'appendix_pdf_pages': Value('int64'), 'appendix_title': Value('string'), 'author': Value('string'), 'process_pdf_pages': Value('int64'), 'process_title': Value('string'), 'publication_date': Value('timestamp[s]')}, 'publication_mode': Value('string'), 'repo_type': Value('string'), 'reported_private_cohort': {'authenticated_turn_count': Value('int64'), 'historical_case_count': Value('int64')}, 'repository_owner_controls_public_flip': Value('bool'), 'status': Value('string'), 'status_label': Value('string'), 'target_dataset_id': Value('string')}
              because column names don't match

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Ouroboros Autonomous Mathematics Process

PUBLIC RELEASE

This publication-ready package documents an experiment in autonomous mathematics directly applied to improve Ouroboros. The repository is intentionally staged as private so its owner can make it public after review. The PDFs and supporting text are already labeled PUBLIC RELEASE.

Included

  • OUROBOROS_AUTONOMOUS_MATHEMATICS_PROCESS_PUBLIC_RELEASE.pdf - the public-facing process white paper.
  • OUROBOROS_DIRECTED_PATH_HOMOLOGY_EDGE_ADDITION_TECHNICAL_APPENDIX_PUBLIC_RELEASE.pdf - the exact-math and evidence-boundary appendix.
  • PROCESS_WHITE_PAPER.md and TECHNICAL_APPENDIX.md - accessible text counterparts.
  • CLAIM_BOUNDARIES.md - the evidence standard in one page.
  • manifest.json and checksums.sha256 - local artifact integrity metadata.

Evidence standard

This is an experimental process report, not a conclusive proof of Ouroboros's overall capability or safety. Exact mathematical claims are separated from internally reported system measurements. The system measurements are not independently verifiable from this release because private implementation details and historical cases are withheld.

NO REPLAY PACKAGE

No replay bundle, internal source capture, model transcript, private topology, or raw run artifact is included. The package does not assert that the system experiment can be independently rerun. Release verification checks the local package, PDF rendering, private repository visibility, commit identity, and remote file inventory. It does not download and re-execute the campaign.

Novelty boundary

No literature-priority claim is made. "New" means developed within this Ouroboros campaign unless a separate literature review establishes more.

AI disclosure

Ouroboros is the AI research and verification system described in the papers. OpenAI Codex served as its coding agent for preparation of the publication artifacts.
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