chore(ruff): the acceptance was whatever the default happened to be [skip-docs]

`uv sync --frozen` resolved ruff 0.15.22 and the tree read clean. A loose
install resolves 0.16.6, under which the SAME untouched code reports 148
findings -- 4 more than round 9 counted, because this round added four files.
All of them are new rules rather than new defects: 0.16 widened the default
rule set to whole families (YTT, ASYNC, PL, ISC, C4, UP, B, SIM, FURB, ...).

(`[skip-docs]` is for CLAUDE.md, which a lint-configuration change does not
reach. README's developer section IS updated in this commit.)

THE DEFECT IS NOT THE 148, IT IS THAT NOBODY CHOSE THEM. `[tool.ruff]` set only
`line-length` and `target-version`, so the acceptance was ruff's default, and
the tree stayed green only as long as the lockfile froze an old ruff. `select`
is now written down: `E4`, `E7`, `E9`, `F` (the historical default), `I`
because this tree already keeps imports sorted, and `RUF100` so a `noqa` that
has stopped meaning anything is caught rather than left as decoration. Pin
`ruff>=0.9` -> `ruff>=0.16.6,<0.17`.

Per rule, before -> after: RUF100 50 -> 0, I001 20 -> 0, ISC004 19, PLW1510 8,
C408 8, EXE001 6, RUF007 5, PLE2515 4, UP031 3, B017 3, and fourteen more with
2 or fewer -- the families out of the declared set are 0 by selection, and 148
is the number to start from if they are adopted, which is a separate decision
and not one to take inside a version-pin commit. 57 were auto-fixed; one E402
was reintroduced by the import-sorting fix merging a block away from its
`noqa`, and got the directive back rather than a bare one.

`S` IS MEASURED OUT, NOT ASSUMED OUT: it reports 2657 `S101` on a suite whose
every assertion is an `assert`, and `S603` flags 19 subprocess calls of which
one was ever marked -- selecting it buys 18 suppressions and no defect. Two
`noqa` directives naming non-selected rules were dropped with that reason
recorded in the configuration instead.

THE TWO FILES 0.16 WOULD REFORMAT ARE MARKDOWN, NOT PYTHON: `README.md` and
`docs/2026-09-08-blindsone-below-k-k2.md`. 0.16 formats fenced Python inside
markdown, and both blocks are RECORDS -- the second is a quotation of
`COST_VOCABULARY` as it stood when that measurement was taken. Reformatting a
quotation makes it stop being one, so markdown is excluded from the formatter
and `ruff format --check .` stays in the acceptance over `.py`.

`tools/okf_consume_measure.py` is fenced by the order as run-not-edited, so its
three findings are exempted by path with the reason and the debt named, and its
bytes are untouched.

THE LOCKFILE TRAP IS CLOSED, NOT AVOIDED. `uv.lock` predated the `[ocr]` extra,
so any unlocked resolve wrote that extra's transitive tree back into it -- 681
insertions over 4 deletions, twice now, and round 9 recorded the cause as
`uv run` OUTSIDE the project when it is `uv run` without `--frozen` INSIDE it.
The relock is complete for every declared extra (703 insertions, 26 deletions),
and measured after it, an unfrozen `uv run` leaves the file alone.

`ruff check src tests tools`, `ruff format --check .` (0.16.6), `mypy src` over
21 files and 1535 tests, all green.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

README.md

@@ -707,17 +707,26 @@ an uninstalled extra run in both. The suite is not shipped in an installed
 distribution — `tests/` lives at the repository root, so this command needs a
 clone rather than a `pip install`.
 
-**The lint acceptance is BOTH of ruff's gates.** `ruff check src tests tools`
+**The lint acceptance is BOTH of ruff's gates, and the rule set is declared.**
-*and* `ruff format --check .`, both named in a report with the version they ran
+`ruff check src tests tools` *and* `ruff format --check .`, both named in a
-under. The second was not in the acceptance until 2026-09-09, and it had gone
+report with the version they ran under. Neither was true before 2026-09-09:
-red unseen: an acceptance that names one of a tool's two gates reports green
+the formatter gate was not in the acceptance and had gone red unseen, and
-for the gate it never ran. Add `--extra extract` to the sync or `mypy src`
+`[tool.ruff]` set only `line-length` and `target-version`, so the acceptance
-cannot find `pdfplumber`.
+was whatever ruff's default happened to be — which is why the tree read green
+only as long as `uv.lock` froze ruff at 0.15.22. Under 0.16.6 the same
+untouched code reported **148** findings, all of them new rules rather than new
+defects, because 0.16 widened the default set to whole families. `select` is
+now written down (`E4`, `E7`, `E9`, `F`, `I`, `RUF100`), the dev pin is
+`ruff>=0.16.6,<0.17`, and the wider families are a separate decision with 148
+as its starting number. `S` is measured out rather than assumed out: it reports
+**2657** `S101` on a suite whose every assertion is an `assert`. Add
+`--extra extract` to the sync or `mypy src` cannot find `pdfplumber`.
 
-**Use `uv run --frozen`, not `uv run`.** The committed lockfile predates the
+**Markdown is excluded from `ruff format`.** ruff 0.16 formats fenced Python
-`[ocr]` extra, so any unlocked resolve writes that extra's whole transitive
+inside markdown, and the two files it would change here are records rather than
-tree back into `uv.lock` — measured, 681 insertions over 4 deletions, pulling
+source — a README call example and a published measurement's *quotation* of
-in packages this project does not use.
+`COST_VOCABULARY` as it stood when that measurement was taken. Reformatting a
+quotation makes it stop being one.
 
 A git URL is a PEP 508 direct reference and pins one exact tag, so it is an
 install-time *channel*, not the pin: the range above stays the declared

pyproject.toml

@@ -119,7 +119,12 @@ extract = ["pdfplumber>=0.11.10,<0.12", "pypandoc-binary==1.17"]
 ocr = ["rapidocr>=3.9,<4", "onnxruntime>=1.20,<2", "pypdfium2>=4,<6"]
 
 [dependency-groups]
-dev = ["pytest>=8", "mypy>=1.14", "ruff>=0.9"]
+# ruff PINNED TO A RANGE, not floored at an ancient version. `ruff>=0.9` let
+# the lockfile decide which ruff ran, and a frozen 0.15.22 is what made this
+# tree read green while 0.16.6 found 148 things in it. The floor is now the
+# version the acceptance was measured under, and the ceiling is the next minor,
+# because 0.16 is itself the release that widened the default rule set.
+dev = ["pytest>=8", "mypy>=1.14", "ruff>=0.16.6,<0.17"]
 
 [tool.hatch.build.targets.wheel]
 packages = ["src/llm_ingestion_okf"]
@@ -141,6 +146,55 @@ packages = ["src/llm_ingestion_okf"]
 line-length = 100
 target-version = "py310"
 
+# THE RULE SET IS DECLARED, and that is the whole repair rather than a
+# preference. Until 2026-09-09 this table set only `line-length` and
+# `target-version`, so the ACCEPTANCE was whatever ruff's default happened to
+# be -- and the tree read green only because `uv.lock` froze ruff at 0.15.22.
+# Upgrading to 0.16.6 turned up 148 findings in code nobody had touched, all of
+# them new rules rather than new defects: 0.16 widened the default set to
+# include whole families (YTT, ASYNC, PL, ISC, C4, UP, B, SIM, FURB, ...). An
+# undeclared `select` means every ruff release silently redefines what "clean"
+# means, which is exactly how a formatter gate went red unseen.
+#
+# WHAT IS HERE AND WHY. The historical default (`E4`, `E7`, `E9`, `F`), plus
+# `I` because this tree already keeps its imports sorted, plus `RUF100` so a
+# `noqa` that has stopped meaning anything is caught rather than left as
+# decoration.
+#
+# WHAT IS NOT HERE, MEASURED RATHER THAN ASSUMED. `S` (bandit) reports **2657**
+# `S101` on a test suite whose every assertion is an `assert`, and `S603`
+# reports **19** subprocess calls of which one was ever marked -- selecting it
+# would buy 18 new suppressions and no defect. The remaining families the 0.16
+# default adds are a real question and a separate one: they are worth adopting
+# deliberately, not inside a version-pin commit, and the number to start from
+# is the 148 above.
+[tool.ruff.lint]
+select = ["E4", "E7", "E9", "F", "I", "RUF100"]
+
+# ONE FILE IS EXEMPT, and it is a fence rather than a judgement about the code.
+# `tools/okf_consume_measure.py` is a measurement instrument that published
+# figures were produced with, and the order that authorised this cleanup fenced
+# it explicitly: it is RUN, not edited, so its bytes stay as the numbers were
+# taken. Its three findings are a stale `noqa: E402` twice over and an import
+# order -- none of them a defect, all of them the same churn this upgrade
+# produced everywhere else, and all of them to be cleaned the next time the
+# fence is lifted. Named here rather than left to make the gate red for a
+# reason nobody could see.
+[tool.ruff.lint.per-file-ignores]
+"tools/okf_consume_measure.py" = ["I001", "RUF100"]
+
+# MARKDOWN IS NOT FORMATTED, and this is a decision the 0.16 upgrade forced.
+# ruff 0.16 formats fenced Python inside markdown. Two files here would change
+# under it, and both are RECORDS rather than source: `README.md`'s call example
+# and `docs/2026-09-08-blindsone-below-k-k2.md`'s QUOTATION of `COST_VOCABULARY`
+# as it stood when that measurement was taken. Reformatting a quotation makes it
+# stop being one, and this repository publishes reproduction blocks that a
+# reader is meant to be able to compare against what was run. The formatter's
+# job here is Python source; `ruff format --check .` is part of the acceptance
+# and stays so, over `.py`.
+[tool.ruff.format]
+exclude = ["*.md"]
+
 [tool.mypy]
 strict = true
 python_version = "3.10"

src/llm_ingestion_okf/__init__.py

@@ -45,16 +45,6 @@ from .errors import (
     SourceError,
 )
 from .extract import extract_text
-from .inbox import (
-    BlockedFile,
-    FailedFile,
-    Gate,
-    GateDecision,
-    InboxResult,
-    PersistedFile,
-    SkippedPath,
-    process_inbox,
-)
 from .importer import (
     BundleDecision,
     FailedConcept,
@@ -66,6 +56,16 @@ from .importer import (
     UnverifiedReference,
     import_bundle,
 )
+from .inbox import (
+    BlockedFile,
+    FailedFile,
+    Gate,
+    GateDecision,
+    InboxResult,
+    PersistedFile,
+    SkippedPath,
+    process_inbox,
+)
 from .manifest import (
     Extraction,
     FileSource,

src/llm_ingestion_okf/cli.py

@@ -77,8 +77,7 @@ from .corpus import LOG_NAME, CorpusReport, load_plans, measure
 from .errors import IngestError
 from .inbox import walk_inbox
 from .profiles import SEGMENTED_OKF_V0_2, STRUCTURED_V1, BundleProfile
-from .propose import ProposerError
+from .propose import ProposerError, heading_reserve_applies
-from .propose import heading_reserve_applies
 from .propose import run as propose_run
 
 __all__ = ["DEFAULT_STAMP", "build", "main", "measure"]

src/llm_ingestion_okf/extract.py

@@ -32,11 +32,11 @@ import statistics
 import tempfile
 import warnings
 import zipfile
-from xml.etree import ElementTree
 from collections.abc import Callable, Sequence
 from dataclasses import dataclass
 from html.parser import HTMLParser
 from pathlib import Path
+from xml.etree import ElementTree
 
 from .errors import ExtractionError, ExtractionWarning
 from .render import render_fenced_block, render_table
@@ -524,7 +524,7 @@ def _pdf_pages(
             ]
     except ExtractionError:
         raise
-    except Exception as exc:  # noqa: BLE001 - third-party parser, wrapped never leaked
+    except Exception as exc:
         raise ExtractionError(
             f"the PDF parser failed on this file: {exc}", code="extractor_pdf_error"
         ) from exc
@@ -615,7 +615,7 @@ def _extract_office(suffix: str, data: bytes) -> str:
         text = _convert_bytes(data, writer, _PANDOC_FORMATS[suffix], args)
     except ExtractionError:
         raise
-    except Exception as exc:  # noqa: BLE001 - third-party converter, wrapped never leaked
+    except Exception as exc:
         raise ExtractionError(
             f"the converter failed on this {suffix} file: {exc}",
             code="extractor_convert_error",

src/llm_ingestion_okf/inbox.py

@@ -51,8 +51,8 @@ from .structure import (
     derive_document_structure,
     facet_values,
     resolve_structure,
-    structure_frontmatter,
     structure_from_frontmatter,
+    structure_frontmatter,
 )
 
 

tests/test_adjudicate.py

@@ -39,9 +39,9 @@ from llm_ingestion_okf.segmentation import parse_segmentation_plan
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "tools"))
 
-import okf_adjudicate  # noqa: E402
+import okf_adjudicate
 
-from llm_ingestion_okf import propose as okf_propose_segments  # noqa: E402
+from llm_ingestion_okf import propose as okf_propose_segments
 
 DOCUMENT = """# N500 Vegbygging
 

tests/test_attested_computation.py

@@ -28,10 +28,10 @@ from __future__ import annotations
 from pathlib import Path
 
 import pytest
+from test_import_flow import CONCEPT, StubImportGate, place, run
 
 from llm_ingestion_okf.materialize import parse_frontmatter
 from llm_ingestion_okf.profiles import DEFAULT, OKF_V0_2, STRICT_V1, FrontmatterSchema
-from test_import_flow import CONCEPT, StubImportGate, place, run
 
 ATTESTED = "Attested Computation"
 

tests/test_cid_measure.py

@@ -18,7 +18,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "tools"))
 
-import okf_cid_measure  # noqa: E402
+import okf_cid_measure
 
 
 def test_known_cid_fraction() -> None:

tests/test_fidelity.py

@@ -24,7 +24,7 @@ import pytest
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "tools"))
 
-import okf_fidelity  # noqa: E402
+import okf_fidelity
 
 DOCUMENT_XML = """<?xml version="1.0"?>
 <w:document xmlns:w="x"><w:body>

tests/test_guard_adapter.py

@@ -24,10 +24,10 @@ import inspect
 from pathlib import Path
 from typing import Any
 
-import pytest
-
 import llm_ingestion_guard as guard
+import pytest
 from llm_ingestion_guard import okf as guard_okf
+
 from llm_ingestion_okf import guard_adapter, importer, inbox
 from llm_ingestion_okf.errors import MaterializationError
 from llm_ingestion_okf.importer import import_bundle

tests/test_import_consumable.py

@@ -22,12 +22,12 @@ import subprocess
 import sys
 from pathlib import Path
 
+from test_import_flow import CONCEPT, StubImportGate, place
+
 from llm_ingestion_okf.importer import import_bundle
 from llm_ingestion_okf.materialize import parse_frontmatter
 from llm_ingestion_okf.profiles import DEFAULT, SEGMENTED_V1
 
-from test_import_flow import CONCEPT, StubImportGate, place
-
 PROJECT_ROOT = Path(__file__).resolve().parents[1]
 TOOL = PROJECT_ROOT / "tools" / "okf_consume.py"
 KNOWN_POSITIVE = PROJECT_ROOT / "examples" / "ingest-golden-segmented-okf-v0-2" / "expected-bundle"
@@ -120,7 +120,7 @@ def test_the_default_profile_names_no_root_key_and_says_so(tmp_path: Path) -> No
             gate=StubImportGate(),
             root_frontmatter_values={"bundle_id": "x"},
         )
-    except Exception as exc:  # noqa: BLE001 - the code is the assertion
+    except Exception as exc:
         assert getattr(exc, "code", "") == "index_root_frontmatter_unexpected"
     else:  # pragma: no cover - a pass here is the defect
         raise AssertionError("an unnamed root key was written")

tests/test_import_facets.py

@@ -32,7 +32,7 @@ from __future__ import annotations
 from dataclasses import replace
 from pathlib import Path
 
-from test_import_flow import EXTERNAL, INGESTED_AT, AUTOMATIC, StubImportGate, place
+from test_import_flow import AUTOMATIC, EXTERNAL, INGESTED_AT, StubImportGate, place
 
 from llm_ingestion_okf.importer import ImportResult, import_bundle
 from llm_ingestion_okf.profiles import DEFAULT, STRUCTURED_V1, BundleProfile, FacetPolicy

tests/test_okf_project.py

@@ -20,8 +20,10 @@ PROJECT_ROOT = Path(__file__).resolve().parents[1]
 sys.path.insert(0, str(PROJECT_ROOT / "src"))
 
 from llm_ingestion_okf import project  # noqa: E402
-from llm_ingestion_okf.cli import build  # noqa: E402
+from llm_ingestion_okf.cli import (  # noqa: E402
-from llm_ingestion_okf.cli import parse_args  # noqa: E402
+    build,
+    parse_args,
+)
 from llm_ingestion_okf.cli import main as okf_main  # noqa: E402
 from llm_ingestion_okf.errors import IngestError  # noqa: E402
 

tests/test_okf_v0_2_characterization.py

@@ -32,6 +32,7 @@ from pathlib import Path
 from typing import Any
 
 import pytest
+from test_import_flow import StubImportGate, place, run
 
 from llm_ingestion_okf.errors import MaterializationError
 from llm_ingestion_okf.materialize import (
@@ -40,7 +41,6 @@ from llm_ingestion_okf.materialize import (
     parse_frontmatter,
 )
 from llm_ingestion_okf.profiles import DEFAULT, STRICT_V1, BundleProfile, FrontmatterSchema
-from test_import_flow import StubImportGate, place, run
 
 INGESTED_AT = "2026-07-25T12:00:00Z"
 

tests/test_okf_watch.py

@@ -23,8 +23,7 @@ import pytest
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "tools"))
 
-import okf_watch  # noqa: E402
+import okf_watch
-
 
 # --- the exit-status / empty-result seam -----------------------------------
 

tests/test_outline_measure.py

@@ -27,9 +27,9 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "tools"))
 
-import okf_outline_measure  # noqa: E402
+import okf_outline_measure
 
-from llm_ingestion_okf import propose as okf_propose_segments  # noqa: E402
+from llm_ingestion_okf import propose as okf_propose_segments
 
 OUTLINE_DOC = """1 Innledning
 

tests/test_pandoc_binary.py

@@ -46,9 +46,9 @@ def test_the_resolved_binary_is_the_bundled_one_not_a_path_binary() -> None:
 
 
 def test_the_resolved_binary_reports_the_pinned_version() -> None:
-    import subprocess  # noqa: S404 - test-side only; `src/` stays free of it
+    import subprocess
 
-    reported = subprocess.run(  # noqa: S603
+    reported = subprocess.run(
         [str(resolve_pandoc()), "--version"], capture_output=True, text=True
     ).stdout.split("\n")[0]
     assert reported == f"pandoc {PANDOC_VERSION}"

tests/test_propose_segments.py

@@ -25,9 +25,8 @@ from pathlib import Path
 
 import pytest
 
-from llm_ingestion_okf.segmentation import parse_segmentation_plan
-
 from llm_ingestion_okf import propose as okf_propose_segments
+from llm_ingestion_okf.segmentation import parse_segmentation_plan
 
 DOCUMENT = """# N500 Vegbygging
 

tests/test_provenance.py

@@ -28,7 +28,6 @@ import pytest
 
 from llm_ingestion_okf.extract import extract_text, source_units
 from llm_ingestion_okf.inbox import render_inbox_concept
-from llm_ingestion_okf.propose import RULE_SHEET_SECTION, find_candidates
 from llm_ingestion_okf.profiles import (
     DEFAULT,
     SEGMENTED_OKF_V0_2,
@@ -36,6 +35,7 @@ from llm_ingestion_okf.profiles import (
     STRICT_V1,
     STRUCTURED_V1,
 )
+from llm_ingestion_okf.propose import RULE_SHEET_SECTION, find_candidates
 from llm_ingestion_okf.segmentation import SegmentEntry
 
 FIXTURES = Path(__file__).parent / "fixtures"

tests/test_segmented_collisions.py

@@ -24,10 +24,10 @@ import hashlib
 from pathlib import Path
 from typing import Any
 
+from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.inbox import GateDecision, process_inbox
 from llm_ingestion_okf.materialize import NAME_MAX_BYTES
 from llm_ingestion_okf.profiles import DEFAULT, SEGMENTED_V1
-from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.segmentation import (
     SegmentationPlan,
     observed_extractor_version,

tests/test_segmented_index.py

@@ -25,6 +25,7 @@ import hashlib
 from pathlib import Path
 from typing import Any
 
+from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.inbox import GateDecision, process_inbox
 from llm_ingestion_okf.profiles import (
     DEFAULT,
@@ -32,7 +33,6 @@ from llm_ingestion_okf.profiles import (
     SEGMENTED_V1,
     STRUCTURED_V1,
 )
-from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.segmentation import (
     SegmentationPlan,
     observed_extractor_version,

tests/test_segmented_rebuild.py

@@ -39,9 +39,9 @@ from typing import Any
 import pytest
 
 from llm_ingestion_okf.errors import SegmentationError
+from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.inbox import GateDecision, process_inbox
 from llm_ingestion_okf.profiles import SEGMENTED_V1
-from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.segmentation import (
     SegmentationPlan,
     observed_extractor_version,

tests/test_segmented_rounds.py

@@ -36,9 +36,9 @@ import hashlib
 from pathlib import Path
 from typing import Any
 
+from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.inbox import GateDecision, process_inbox
 from llm_ingestion_okf.profiles import DEFAULT, SEGMENTED_V1
-from llm_ingestion_okf.extract import extract_text
 from llm_ingestion_okf.segmentation import (
     SegmentationPlan,
     observed_extractor_version,

tests/test_table_measure.py

@@ -26,10 +26,10 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "tools"))
 
-import okf_outline_measure  # noqa: E402
+import okf_outline_measure
-import okf_table_measure  # noqa: E402
+import okf_table_measure
 
-from llm_ingestion_okf import propose as okf_propose_segments  # noqa: E402
+from llm_ingestion_okf import propose as okf_propose_segments
 
 GRID_DOC = """+-------+-------+
 | Navn  | Verdi |

tests/test_tie_shared_rank.py

@@ -30,7 +30,6 @@ from __future__ import annotations
 import sys
 from pathlib import Path
 
-
 PROJECT_ROOT = Path(__file__).resolve().parents[1]
 sys.path.insert(0, str(PROJECT_ROOT / "tools"))
 

tools/okf_adjudicate.py

@@ -39,8 +39,8 @@ from typing import Any
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf.errors import SegmentationError  # noqa: E402
+from llm_ingestion_okf.errors import SegmentationError
-from llm_ingestion_okf.segmentation import PLAN_FIELDS, parse_segmentation_plan  # noqa: E402
+from llm_ingestion_okf.segmentation import PLAN_FIELDS, parse_segmentation_plan
 
 #: This tool's identity, written into the artifact so an operator reading a
 #: verdict six months later can tell what produced it.

tools/okf_cid_measure.py

@@ -27,8 +27,8 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf.errors import ExtractionError  # noqa: E402
+from llm_ingestion_okf.errors import ExtractionError
-from llm_ingestion_okf.extract import extract_text  # noqa: E402
+from llm_ingestion_okf.extract import extract_text
 
 #: What "a CID glyph code" means here -- pdfminer.six's placeholder for a
 #: character its font's encoding cannot map to Unicode. Not an upstream term:

tools/okf_consume.py

@@ -27,7 +27,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf import consume as _impl  # noqa: E402
+from llm_ingestion_okf import consume as _impl
 
 if __name__ == "__main__":
     raise SystemExit(_impl.main())

tools/okf_contract_check.py

@@ -20,7 +20,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf import contract_check as _impl  # noqa: E402
+from llm_ingestion_okf import contract_check as _impl
 
 if __name__ == "__main__":
     raise SystemExit(_impl.main())

tools/okf_corpus_run.py

@@ -19,7 +19,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf.corpus import main  # noqa: E402
+from llm_ingestion_okf.corpus import main
 
 if __name__ == "__main__":
     raise SystemExit(main())

tools/okf_fidelity.py

@@ -35,7 +35,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf.extract import extract_text  # noqa: E402
+from llm_ingestion_okf.extract import extract_text
 
 #: A source string shorter than this is not evidence either way -- a lone digit
 #: or a stray bullet appears in almost any output by accident, so counting it

tools/okf_outline_measure.py

@@ -46,10 +46,10 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf.errors import ExtractionError  # noqa: E402
+from llm_ingestion_okf.errors import ExtractionError
-from llm_ingestion_okf.extract import extract_text  # noqa: E402
+from llm_ingestion_okf.extract import extract_text
-from llm_ingestion_okf.materialize import reduce_to_id_grammar  # noqa: E402
+from llm_ingestion_okf.materialize import reduce_to_id_grammar
-from llm_ingestion_okf.propose import (  # noqa: E402
+from llm_ingestion_okf.propose import (
     RULE_OUTLINE,
     Candidate,
     _segment_path,

tools/okf_propose_segments.py

@@ -19,7 +19,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf.propose import main  # noqa: E402
+from llm_ingestion_okf.propose import main
 
 if __name__ == "__main__":
     raise SystemExit(main())

tools/okf_skill.py

@@ -19,7 +19,7 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 
-from llm_ingestion_okf import skill as _impl  # noqa: E402
+from llm_ingestion_okf import skill as _impl
 
 if __name__ == "__main__":
     raise SystemExit(_impl.main())

tools/okf_table_measure.py

@@ -44,15 +44,15 @@ from pathlib import Path
 sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "src"))
 sys.path.insert(0, str(Path(__file__).resolve().parent))
 
-from okf_outline_measure import draw_sample  # noqa: E402
+from okf_outline_measure import draw_sample
 
-from llm_ingestion_okf.errors import ExtractionError  # noqa: E402
+from llm_ingestion_okf.errors import ExtractionError
-from llm_ingestion_okf.extract import extract_text  # noqa: E402
+from llm_ingestion_okf.extract import extract_text
-from llm_ingestion_okf.propose import (  # noqa: E402
+from llm_ingestion_okf.propose import (
-    RULE_TABLE_BLOCK,
-    RULE_TABLE_GRID,
     _GRID_RULE,
     _TABLE_ROW,
+    RULE_TABLE_BLOCK,
+    RULE_TABLE_GRID,
     find_candidates,
 )
 

uv.lock

@@ -3,9 +3,17 @@ revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.15'",
-    "python_full_version < '3.15'",
+    "python_full_version >= '3.12' and python_full_version < '3.15'",
+    "python_full_version == '3.11.*'",
+    "python_full_version < '3.11'",
 ]
 
+[[package]]
+name = "antlr4-python3-runtime"
+version = "4.9.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3e/38/7859ff46355f76f8d19459005ca000b6e7012f2f1ca597746cbcd1fbfe5e/antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b", size = 117034, upload-time = "2021-11-06T17:52:23.524Z" }
+
 [[package]]
 name = "ast-serialize"
 version = "0.6.0"
@@ -47,6 +55,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/66/40/c53deb2cd0c9b0fb636d24d9f40924cf2e65028e6b20b10cd5c1eeb2c730/ast_serialize-0.6.0-cp39-abi3-win_arm64.whl", hash = "sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e", size = 1072965, upload-time = "2026-06-30T20:02:54.097Z" },
 ]
 
+[[package]]
+name = "certifi"
+version = "2026.7.22"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" },
+]
+
 [[package]]
 name = "cffi"
 version = "2.1.1"
@@ -329,6 +346,18 @@ wheels = [
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 ]
 
+[[package]]
+name = "colorlog"
+version = "6.12.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8c/55/ba79756cb90c8d69d599d57785398ac87bba7b19c80e87f4e8a562197c93/colorlog-6.12.0.tar.gz", hash = "sha256:2a7924c1dadf18b22a0eb8b06d1c7b01d5341707ec1641eb6fcc4fde0c3e8e5f", size = 18151, upload-time = "2026-07-23T13:40:40.71Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d4/19/0b6647bf5e331521e55d2b63bfbdc210bd9cd605189273f03614a05f702d/colorlog-6.12.0-py3-none-any.whl", hash = "sha256:30d392604e9110045a2c2aeefc27d7a017abbab63f3a8aee594eac0801df784e", size = 12239, upload-time = "2026-07-23T13:40:39.562Z" },
+]
+
 [[package]]
 name = "cryptography"
 version = "50.0.0"
@@ -391,13 +420,30 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
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 ]
 
+[[package]]
+name = "flatbuffers"
+version = "25.12.19"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e8/2d/d2a548598be01649e2d46231d151a6c56d10b964d94043a335ae56ea2d92/flatbuffers-25.12.19-py2.py3-none-any.whl", hash = "sha256:7634f50c427838bb021c2d66a3d1168e9d199b0607e6329399f04846d42e20b4", size = 26661, upload-time = "2025-12-19T23:16:13.622Z" },
+]
+
+[[package]]
+name = "idna"
+version = "3.19"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5f/f7/abb373e5757eaec4b922b92f97ec8d6d7e057cf06778247604fbc4e7c3f3/idna-3.19.tar.gz", hash = "sha256:5e0811a4383b21dc5838069f801c4fb62113b7447663d2530d2bd6e77b49bf15", size = 215237, upload-time = "2026-08-18T05:14:24.27Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/57/b0/0e52c878c53f245edd3a11020f20979b3f490f245af532c7cae3027754b5/idna-3.19-py3-none-any.whl", hash = "sha256:815e7be7a7806d54abb586dc943addc79e8b2ee16915059658cbeff4b1b43bf4", size = 68550, upload-time = "2026-08-18T05:14:22.343Z" },
+]
+
 [[package]]
 name = "iniconfig"
 version = "2.3.0"
@@ -501,7 +547,7 @@ source = { git = "https://git.fromaitochitta.com/open/llm-ingestion-pipeline-sec
 
 [[package]]
 name = "llm-ingestion-okf"
-version = "0.5.0a2"
+version = "0.7.0"
 source = { editable = "." }
 dependencies = [
     { name = "llm-ingestion-guard" },
@@ -512,6 +558,12 @@ extract = [
     { name = "pdfplumber" },
     { name = "pypandoc-binary" },
 ]
+ocr = [
+    { name = "onnxruntime", version = "1.24.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "onnxruntime", version = "1.29.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "pypdfium2" },
+    { name = "rapidocr" },
+]
 
 [package.dev-dependencies]
 dev = [
@@ -523,16 +575,28 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "llm-ingestion-guard", git = "https://git.fromaitochitta.com/open/llm-ingestion-pipeline-security.git?tag=v1.3.0" },
+    { name = "onnxruntime", marker = "extra == 'ocr'", specifier = ">=1.20,<2" },
     { name = "pdfplumber", marker = "extra == 'extract'", specifier = ">=0.11.10,<0.12" },
     { name = "pypandoc-binary", marker = "extra == 'extract'", specifier = "==1.17" },
+    { name = "pypdfium2", marker = "extra == 'ocr'", specifier = ">=4,<6" },
+    { name = "rapidocr", marker = "extra == 'ocr'", specifier = ">=3.9,<4" },
 ]
-provides-extras = ["extract"]
+provides-extras = ["extract", "ocr"]
 
 [package.metadata.requires-dev]
 dev = [
     { name = "mypy", specifier = ">=1.14" },
     { name = "pytest", specifier = ">=8" },
-    { name = "ruff", specifier = ">=0.9" },
+    { name = "ruff", specifier = ">=0.16.6,<0.17" },
+]
+
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e0/47/dd32fa426cc72114383ac549964eecb20ecfd886d1e5ccf5340b55b02f57/mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f", size = 508106, upload-time = "2023-03-07T16:47:11.061Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198, upload-time = "2023-03-07T16:47:09.197Z" },
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 [[package]]
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 ]
 
+[[package]]
+name = "numpy"
+version = "2.2.6"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
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