Round 3 of the 0.10.1 review, and the finding is the pattern the three rounds
share: each bound an OUTPUT, and the bomb stepped one link along. The
declared size, then the first `FlateDecode`, then every `FlateDecode` -- and
then a link this package had documented as safe.
`ASCII85Decode` was classed as bounded "by its own input because it shrinks".
It quadruples: `z` is the shorthand for four zero bytes. And the output was
never the cost -- `base64.a85decode` appends one 4-byte object per group to a
list, about a hundred bytes of memory per byte of INPUT (101.4x at 1 MiB,
96.1x at 4 MiB, 94.5x at 16 MiB on CPython 3.14).
Paired subprocesses, idle machine, both sides from PINNED trees, the document
built once by a third process and read from a file because `ru_maxrss` never
falls and `b"z" * 64 MiB` alone costs 171 MB:
[/Fl /A85] z x 32 Mi 33 475 B CARRIED 3 261 599 744 -> too_large 42 070 016
[/Fl /A85] z x 64 Mi 66 090 B CARRIED 6 461 558 784 -> too_large 40 280 064
[/A85] z x 8 Mi 8.4 MB CARRIED 933 085 184 -> too_large 62 484 480
[/Fl /A85 /Fl] z x 32 Mi 33 488 B samples_invalid 3 519 180 800 -> too_large 43 438 080
The picture was CARRIED in three of the four: not a bound that fired late, no
bound at all. Doubling the `z` run trebles the old cost and leaves the new one
where it was.
WHY THIS FORM. `assets.MAX_FILTER_DECODE_BYTES` (512 MiB) is what decoding ONE
link may cost -- a separate number from `MAX_IMAGE_BYTES`, because that one
bounds the picture and this one bounds producing it. `FlateDecode` is measured
as it is paid; every other permitted filter carries a MEASURED cost ratio
(`assets.PDF_FILTER_COST_RATIO`) checked against its input BEFORE its decoder
is called, since those decoders take a whole string and return a whole string.
A filter with no ratio is refused unread. The budget TRAVELS: a deflate link
is inflated under the smaller of the picture's bound and what the next link's
decoder may be handed, or `[/Fl /A85]` pays 256 MiB for a refusal.
A chunked ASCII85 decoder written here was the alternative and was FELLED: it
would bound `_check_stream_cost` and not the run, because `stream.get_data()`
decodes the whole chain again with pdfminer's own decoder, and it would make
this package rather than pdfminer the authority on an image's bytes. The cap
is the only number that bounds that. `resource.setrlimit(RLIMIT_AS)` was
MEASURED before anything was built on it, as the order required, and is not
usable: Darwin 26.6.2 raises `ValueError: current limit exceeds maximum limit`
and does not enforce it. No child-process cap exists.
THE CAP IS READ OFF THE CORPORA, the posture `MAX_IMAGE_PIXELS` has: over the
9 668 image objects of the 77 PDFs on this machine, 16 decode through an
ASCII85 link and the largest input to one is 450 739 bytes, against a cap of
about 5.0 MB.
A PROPERTY TEST REPLACES THE LIST OF KNOWN SHAPES: every chain of length 1-3
over the ten filters pdfminer decodes, 1 110 of 1 110, both payload fills,
each delivered under the bound or refused with a published code and never paid
for on the way (`tracemalloc`, which counts allocations and is not disturbed
by load). Known-positive beside it: 258 of 258 chains over the permitted
filters still carry a small image.
MAJOR -- the backstop had no test. `check_payload` at the end of
`_check_stream_cost` could be deleted with the whole suite green, because the
second one after `get_data()` gives the same code one step later. The two
differ in whether the payment was made, so the test asserts `get_data` was
never called.
10 OF 10 MUTANTS KILLED, control green, each killer named in the report. Four
survived a first pass and two tests exist because of it.
NOT ONE PICTURE CHANGES HANDS, MEASURED BY NAME: `_pdf_images` over every PDF
on this machine from both pinned trees -- 9 306 -> 9 306 carried over 77
files, 50 -> 50 on R761, 0 of 78 files moving a count and 0 moving a code.
R761 also settles a question raised while this order was open: 50 objects, 29
[/DCTDecode], 21 [/FlateDecode], 0 ASCII85 links -- so round 2's count of 580
`[/FlateDecode /ASCII85Decode]` objects is reproducible from nothing on this
machine. It changes no decision; a bomb shape does not need a corpus.
Version stays 0.10.1, no tag. README, CHANGELOG, CLAUDE.md and errors.py
corrected TO what the code does; the round-2 report carries a correction block
rather than a rewrite. Report:
docs/2026-09-18-utgangsbudsjett-per-ledd.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The two findings of the 18.09 PM checkpoint of `0f308c1`. Red tests landed
first in `3b587ea`; this is what turns them green.
BLOCKER -- `_check_inflated` read `filters[0]`, measured that one link and
returned, which is not a bound: a PDF decodes a stream through a LIST of
filters. Measured in paired subprocesses from two pinned trees, idle machine:
[/FlateDecode] 400 MB 408 516 B 59 232 256 -> 62 017 536 B
[/FlateDecode x2] 400 MB 1 636 B 886 554 624 -> 52 367 360 B
[/FlateDecode x3] 400 MB 1 070 B 889 393 152 -> 61 390 848 B
[/FlateDecode x2] 1,2 GB 2 927 B 2 567 204 864 -> 60 403 712 B
542 000x the file at two links, and the picture WAS refused at the end -- by
`check_payload` after `get_data()`, once the memory was spent. The single-link
row is the control and does not move. It also left the 16 corpus objects behind
an `[/ASCII85Decode /FlateDecode]` chain unmeasured, since `filters[0]` is not
`FlateDecode` there.
`_check_stream_cost` walks every link. THREE CLASSES and no fourth
(`extract.bounded_pdf_filters`, pinned by a test): `FlateDecode` MEASURED, a
link with another expanding link behind it inflated under the same bound and
handed on; `ASCII85Decode`/`ASCIIHexDecode` bounded by their own input because
they SHRINK; `DCTDecode`/`JPXDecode`/`JBIG2Decode` PASS THROUGH. Everything
else -- `LZWDecode`, `RunLengthDecode`, `CCITTFaxDecode`, `/Crypt`, anything
written later -- is refused UNREAD with a new code `asset_pdf_unbounded`,
decided before the FIRST link is decoded so a document cannot make the run pay
for the links in front of the one we cannot bound. An encrypted stream is
deciphered and then measured, where `stream.decipher is not None` used to
return unmeasured; 0 of 5 142 objects here are in an encrypted document, which
is why nothing caught it.
NOT ONE PICTURE CHANGES HANDS, AND IT IS MEASURED BY NAME. Every PDF on this
machine -- 78 documents, K2 in both trinn1 and trinn2, the shipped fixtures and
R761 -- run through `_pdf_images` page by page from both pinned trees:
images carried 9 356 -> 9 356
documents losing one 0 of 78
documents gaining one 0 of 78
asset_pdf_unsupported 322 -> 314
asset_pdf_unbounded 0 -> 8
The 8 are the 4 `CCITTFaxDecode` stencil masks (`/ImageMask true`,
`/BitsPerComponent 1`), counted twice because trinn1 and trinn2 hold the same
document. They were refused before and are refused now, one step earlier and
under a code that says why.
MAJOR -- `check_payload(len(data))` after `get_data()` is the counted refusal
four documentation surfaces point at, and deleting exactly that line passed all
2 132 tests. It is reachable through a stream pdfminer has ALREADY decoded
(`decode()` sets `rawdata` to `None`), which is now the ONLY case outside the
bound and has a test.
Eight mutations, one line each, every one DEAD, with the unmutated tree run
first as the control: first-link-only, loop dropped, inequality reversed,
encrypted skipped, backstop deleted, unknown filter passed through,
intermediate link not carried forward, whole check removed.
`tools/okf_accounting_gate.py` gains one line, the new code in
`REJECTION_CODES` -- what a rejection code requires and nothing more. Gate
unchanged: exit 1, GATE RED rows 2, 3, 6. Version stays 0.10.1, untagged.
Suite after `git add` against a clean tree: `uv run pytest -q` ->
2152 passed, 1 skipped (226 s). ruff, ruff format --check, mypy --strict clean.
Report: docs/2026-09-18-filterkjeden-og-backstoppen.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
A second independent review read `230d1cb` -- the commit that closed the
`v0.10.0` review's two MAJOR findings -- and found one of them open. The
bound read `/Width` and `/Height`, which an untrusted document writes, while
`get_data()` pays for the stream beside them; `/Length` is the COMPRESSED
length and the two numbers are independent.
Re-measured here on `ed8d9d7` before anything changed, in its own
interpreter: a 408 516-byte PDF declaring 1x1 and carrying 400 MB of deflated
zeros was CARRIED, no rejection, 891 904 000 B peak RSS. After: 0 carried,
`asset_too_large`, 57 065 472 B. At 1,2 GB of zeros, 2 436 MB -> 64 569 344 B
-- the cost no longer scales with the bomb. End to end through the CLI with
the shipped defaults: 838 000 640 B and an asset written -> exit 0,
79 650 816 B, `0 carried of 1 found`, no `assets/`.
Three numbers are bounded now, not one: what a container DECLARES, what a
carried FILE measures (`read_image`, so a 49 MP PNG of 47 705 bytes is not
passed on to a consumer), and what a PDF stream DECOMPRESSES to
(`assets.inflated_size`, a chunk at a time, output discarded, before
`get_data()`). The limit is stated rather than implied: the stream
measurement runs where `FlateDecode` is the first filter and the document is
not encrypted; every other chain is a check on the decoded length AFTER the
decode, a counted refusal and not a bounded one.
A non-positive declared dimension is `asset_size_invalid`, its own code,
raised before the stream is read. `-1 x 40000000000` is a NEGATIVE pixel
count, under which every `>` bound read as satisfied, so the check returned
silently and the refusal arrived from `encode_png` as
`asset_samples_invalid`. Its own code because a publisher shipping a picture
bigger than this package carries and a dictionary written to be read wrong
are different facts about a document.
Two smaller findings in the line that says what is missing, both introduced
by the first fix: the address was written twice, once bare, and a linkifying
renderer autolinks a bare URL -- written once now, in one code span; and
`label` became a dead parameter, so the figure's caption was dropped, a
regression against 0.10.0. It is written again in the `-- <label>` form a
carried pointer uses.
Version bumped to 0.10.1 across all ten places. Nine were unbound and stale:
four README install lines naming the previous release, two prose lines, the
"current tag" entry, `uv.lock`, and a CHANGELOG whose 0.10.1 content sat
under `[Unreleased]`. Two new packaging tests bind them to `__version__`, and
the README's guard tag to `[tool.uv.sources]`.
Every test was red first. The fate of every image is identical with and
without the new bound on three K2 PDFs carrying 800 images (464/464, 311/311
with the same 12 rejections, 25/25), and the second inflate is below the
noise floor there. 0 shipped artifacts move: no bundle under `examples/`,
`skills/` or `tests/fixtures/` carries an image pointer at all, measured
against a known-positive control.
`asset_too_large` was undocumented in the error registry; both codes are
there now. `tools/okf_accounting_gate.py` gains the new code in its closed
list -- one string, no behaviour change, stated because that file belongs to
another order.
Suite 2141 passed / 1 skipped, ruff + format + mypy --strict clean.
Report: docs/2026-09-18-bildestien-holder-0-10-1.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The content accounting stays OPT-IN until the losses it reports on the
reference corpus are fixed; a default-on door would fail builds that pass
today. Of the three exceptions the gate proposed, only the PDF one
(heading, paragraph, table) is approved. Approving it moves no number,
because no witness counts a heading in a PDF: what it changes is that the
gap is a stated limit of the instrument rather than an open question
about the build. An image in a workbook, or in md/txt/csv/json/odt/rtf,
stays unaccounted and therefore stays red.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Two MAJOR findings of the independent v0.10.0 review, both with the
shipped defaults, both new in 0.10.0. Repros rebuilt as tests first.
- A remote <img src>/xlink:href became a LIVE markdown image link in the
persisted concept, with the address and query string chosen by whoever
wrote the document. Extraction opens no socket; a consumer rendering
the bundle does. Now inert text with the address in a code span,
pinned by a property over the readers rather than by one string. The
tier asymmetry (user-upload refuses, trusted-source persisted) went to
the guard repo with the repro.
- Nothing bounded a declared image size: 9.6 KB of PDF declaring
3000x3000 grayscale zeros took 83 MB peak RSS, linear in pixels.
MAX_IMAGE_PIXELS (40 000 000) and MAX_IMAGE_BYTES (256 MiB) are read
off the corpora (largest measured 18.6 MP on K2, 1.4 MP on R761) and
checked on what the container declares, before any decompression;
over them is asset_too_large, counted. The same bound closes the
inline data: URI, which the review flagged and did not measure.
Also fixed, added by PM to this order: an inline PDF image was named
from id() of a Python object, so two concept files of the reference
corpus differed between builds. It is now named from its position.
R761 unchanged: 50 carried of 50 found, assets diff -rq clean.
Report: docs/2026-09-17-bildestien-0-10-1.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
okf build --accounting PATH inventories every source document before
extraction, in the gate's per-format vocabulary, and after the run gives
each element one fate (carried / pointer / coded rejection), written as
JSON and summarised in log.md. "carried" is checked against the written
concept bodies, so a gate that drops a line is found (test). Exit 1 on
anything unaccounted or double-booked. Opt-in: +744 s (+19 %) on the
43-document reference corpus, and that corpus fails the check on 24 real
losses (22 images on text-less PDF pages, 2 docx Title paragraphs).
Changed without the flag:
- okf build exits 1 when it extracted documents and persisted none.
Door B and corpus.measure are unchanged. One test relied on exit 0.
- An image file carried through a persisted document is its own K1b
column, no longer also extractor_unknown. The set is what the resolver
actually carried (ExtractedDocument.files), never a byte match.
tools/okf_accounting_gate.py (checks untouched) is green on all six rows,
R761 110 of 110 under both gates.
Report: docs/2026-09-17-innholdsregnskapet-bygget.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Until now no reader in this package fetched, named, described or copied a
single image. `<img>`'s attributes were never read, a NISO-STS `<graphic>`
was walked past, a PDF was opened for its text alone, the converter's
markdown writer dropped every picture, and the only writer into a bundle
took `content: str`. The two lossiness warnings said so on every run, which
made the loss honest and did not make it smaller.
Measured on R761 Prosesskoden:2025, published as a 701-page PDF and as a
NISO-STS delivery: the process text is carried in full while 12 `Tabell N-N`
and 9 `Figur N-N` captions stand over nothing, because that publisher ships
those tables as raster pictures in both. Process 84's "toleranseklasse ...
er gitt i tabell 84-2" points at empty space.
THE GATE WAS WRITTEN FIRST AND RED. `tests/test_asset_gate.py` reads its
denominator out of the source (`page.images`, `word/media/`, `ppt/media/`,
`<img`, `<graphic`), never from a constant here. Measured at 332961a, built
from `git archive` and not from the editable tree: carried 0 of 8 local
images across 5 documents (9 declared), and no `assets/` at all. After: 8 of
8, with the ninth a remote source carried as a pointer without a file.
FIVE READERS PLACE, ONE MODULE DECIDES. `assets.py` owns what an image is
(sniffed from the bytes, never from the claimed extension), what it is
called (`<sha256[:12]>-<the source's own basename>`) and how it is pointed
at (one two-line block, one regex). `.xlsx` is deliberately not a row: a
block inside its pipe tables would break the `source_rows` locator, and 0 of
4 K2 workbooks hold media.
A PDF stream that is already a file is carried VERBATIM (29 of R761's 50
objects are DCTDecode); raw samples are encoded to PNG with stdlib zlib, so
no new dependency. Rendering the page region was the alternative and was
felled on determinism: a rasterised crop's bytes, and therefore the asset's
content-addressed name and the bundle's digest, would depend on the
installed rasteriser. What the encoder cannot express exactly is refused
with a code and counted, never approximated.
NO SIZE FLOOR, and that is a measurement: over the 4 828 image objects of
the K2 corpus the size distribution is a broad spread with no gap, unlike
OCR_CID_SHARE's bimodal one, so a threshold would be a number we chose.
ON BY DEFAULT, AND THE CONTROL IS TWO WHOLE BUILDS. The 43-document
reference corpus at 332961a versus rebuilt at HEAD with `--no-assets`:
865 files on both sides, `diff -rq` reports ONE difference, the added
`Images: NOT CARRIED` line in log.md. Every concept byte-identical.
Against the default: 453 -> 454 concepts, 865 -> 867 md, 0 -> 2 964 assets
(2 964 carried of 3 145 found, 4 622 pointers), 4.7 MB -> 115 MB, 2 414 s ->
3 088 s, peak RSS 6.26 -> 8.74 GB, 422 of 865 md files differ. The one new
concept has a measured cause: the pointers are body text, so a section
holding 146 of that document's images grew from 19.0 % to 30.6 % of the
extracted text and crossed `--outline-gate`'s 0.20 share clause.
THE IMAGE BYTES ARE NOT SCREENED. The guard is text-only, the pointer block
passes the gate as body text, the picture beside it passes nothing, and
log.md says so on every run.
Also fixed, both found by measuring rather than by reading:
- a markdown image is no longer read as a cross-reference. `structure._LINK`
never looked at the character in front of the bracket, so every pointer
would have arrived in the index as an edge to a concept that cannot exist.
- Door C carries the assets its merged concepts point at. Before this,
importing a bundle built with `--assets` merged 6 of 6 concepts and wrote
no `assets/` at all, so every pointer named a missing file.
Report: docs/2026-09-17-bilder-i-bundlen-trinn1.md
Spec proposal: docs/plan/okf-assets-section-6-4.md
Suite 1 955 passed / 1 skipped (from 1 896), ruff and mypy --strict clean.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Two defects reported from outside by claude-code-llm-wiki (order
20260915T202332Z-228694739), both reproduced against this tree before
anything moved.
F1 -- the packaged CLI never ran the guard. corpus.measure wired an
unconditional approve-everything stub into process_inbox and 0 of 90
add_argument calls named a gate, so the one path most people use screened
nothing while pyproject.toml made the guard a mandatory runtime dependency
and the README recommended a composition the command line could not reach.
--gate takes guard-trusted-source (default), guard-user-upload or none.
corpus.resolve_gate is the one name->callable map, with the guard imported
lazily so importing the package still does not pull it in; an unknown name
RAISES rather than falling back, because a fallback reproduces the defect
with an extra step. The gate's NAME goes into the section 9 log.md -- a
stub is only dangerous when nothing downstream can see it -- and --gate
none renders NOTHING WAS SCREENED.
The default was chosen on a measurement: over the 453 concept bodies of
the pinned reference bundle, PRESET_TRUSTED_SOURCE persists 453 of 453 and
PRESET_USER_UPLOAD holds 1, costing that concept's whole source document.
Neither tier waves anything through -- an invisible carrier and a CRITICAL
finding fail secure at both. Door B's library default is UNCHANGED at
PRESET_USER_UPLOAD: an inbox drop is an untrusted upload, an operator
pointing this command at their own folder is not. The second tier ships as
guard_adapter.inbox_gate_trusted_source, the three-line adapter that
module's docstring already described, never a preset parameter.
process_inbox(segmentations=..., gate=inbox_gate) now has a test. Before
this, `grep -rl inbox_gate tests/` gave 1 file with 0 occurrences of
`segment` -- the recommended composition was untested, which is how the
defect survived.
F2 -- a fenced code block declared structure. `# Use the opus[1m] alias`
inside a ```bash fence became a level-1 ATX heading: the document was
refused entirely where the line carried [ or ] (5 of 191 pages of the
reporter's corpus), and the concept TITLE came from somebody's shell session
on 62 of 191 (32.5 %). The fix is in the proposer and never in Door B's
title rule -- that rule is right, and a heading that was never a heading is
what has to stop being proposed. propose.fenced_lines is computed once per
text and no rule reads a fenced line, including Arm D's outline RUN, which
selects from the whole line list. Backtick and tilde fences, three leading
spaces, a closing fence at least as long as its opener, and no backtick in a
backtick fence's info string -- that last one keeps a line holding only
`okf build` from silencing a document.
MEASURED ON THE BYTES, and this is the number that decides: the 43-document
reference corpus built at b6da09c (from git archive, never the editable
tree) and rebuilt at the shipped defaults differ in log.md alone, by the one
added bullet. 865 concept files on both sides, every concept byte-identical.
Found by that control and NOT caused by this work: the pinned artifact
K2-bundle-default-20260912 was written 2026-09-09, two days before ed0418f
changed title: quoting, so it differs from what HEAD produces on 42 concept
files. test_default_bundle_pin stays green because it pins the count and the
hit@8 ranks, not the bytes. Re-pinning is the operator's call.
Suite 1896 passed / 1 skipped (+27 from 1869). ruff, ruff format and mypy
--strict clean. No version bump, no tag, no push.
Report: docs/2026-09-15-f1-f2-gaten-og-kodefencen.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The bundle-only gate returned UNMEASURED and exit 3 on the very arm it was
built for: no metric computable from a bundle alone reaches boundary recall.
`boundary_share` -- declared boundaries that became a concept, over declared
boundaries -- is the one metric measured that orders the arms correctly, and it
needs the publisher's own structure, so it arrives as an input.
Measurement first, threshold after, which is what the order asked for.
P1, the normalisation, derived rather than guessed: stripping all whitespace
and lowercasing reproduces the fasit's own `norm` from its own `title` on
2 761 of 2 761 rows (alphanumerics-only scores 58). P1's own bar is 99 % on the
known-good arm and the literal reading of it reaches 22 of 2 761 -- not because
the normalisation is wrong but because okf's default route moves the numbering
token a publisher glues into a heading over into the concept id. The pair form
(concept's own directory, residual title) reaches 2 737, either reaches 2 759
(99.9 %). Both forms ship and neither is a fallback: `r761-2025-d1` is the
control in the opposite direction at 2 727 literal, 0 paired.
P2, the single corpus, is in the OUTPUT and not only in the document: the bar
is declared `corpora = 1`, every boundary row prints `N = 1 corpus`, and the
line states that `--fasit` is the caller's ASSERTION that this bundle is a
build of the document the fasit describes -- the posture `okf consume --ref`
has. Measured: the K2 reference and `n100-2023` score 0 of 2 761 and read FAIL,
which is the assertion being wrong rather than the bundle being bad.
One bar, at the pinned artifact's own value, 2 759/2 761. It is tight and the
cost is published rather than tuned away: 2 of 4 R761 builds fall under it
(2 752 and 2 727), while any bar between 41.6 % and 98.8 % separates the
known-bad arm from every R761 build measured. The known-bad arm
(`860019-mdb-100`) is 1 148 of 2 761 -- FAIL and exit 1, where the bundle-only
gate gave exit 3.
A fasit is validated at the door: not a list, a row missing `title` or `norm`,
or anything that is not JSON exits 2 with the reason, never a quiet UNMEASURED.
A fasit under five rows is UNMEASURED -- the document floor in the fasit's own
unit.
Without `--fasit` the command is byte-for-byte what it was, held by a test.
`okf check` is untouched; no version bump and no tag. 17 tests red on
assertions before the implementation, the two new doc pins each driven red and
back. Suite 1 869 passed / 1 skipped / 1 870 collected (base 5e5d01c: 1 851).
docs/2026-09-12-g37-terskler.md SS 7 carries the premises re-measured, the
seven bundles, the interval any bar could sit in, and the honesty limits --
including the correction of SS 2's own grep claim, which went false in the
commit that wrote it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Version to 0.9.0 in pyproject.toml, __init__.py and uv.lock; CHANGELOG's
[Unreleased] becomes [0.9.0] - 2026-09-13, carrying G37's `okf quality` and
K3-26's README file-type table byte-identically. MINOR rather than patch: the
release adds a command.
README's four install lines and the two tag-pairing sentences move to v0.9.0,
and the tag history gains a `v0.9.0` entry stating what ships -- three
verdicts, two bars (.pdf 8/32, .docx 2/5), both regression bars against the
pinned reference and not quality claims, `okf check` untouched at seventeen
rules.
No behaviour change in src/ beyond the version string. The guard pin stays at
v1.4.0 and the dependency floor stays at >=1.2,<2.0. Suite 1 850 passed, 1
skipped, run after `git add`.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
G37. `okf check` is a CONTRACT check and a green one is not a quality gate:
measured 2026-09-10 by `vegnormal-okf`, three arms over one corpus all
returned 0 findings and exit 0 while their hit@k ranged from 6 of 6 to 0 of 6.
`okf quality <bundle>` asks the other question, per file type, with the
denominator on every line. A separate command rather than `okf check
--quality`, because the two answer different questions and a caller must not
be able to read one as the other. `okf check` is untouched.
Three verdicts and no fourth -- PASS, FAIL, UNMEASURED -- and a type with no
measured threshold is never PASS. Exit 0 judged and clean, 1 at least one
FAIL, 2 did not run, 3 nothing could be judged: exit 0 over a table of
unmeasured rows would be the silent pass this command exists to stop.
Two bars today, both `structure_null_share` (documents of a type yielding
exactly one concept), read off the pinned 43-document reference bundle: .pdf
8/32, .docx 2/5. Plus one definitional bar for every type, taken from the
harness's own degenerate-merge definition: 0 concepts with an empty body,
measured 0 of 8 602 concepts over four bundles. A bar needs five documents on
BOTH sides -- its own and the judged bundle's -- so .xlsx (2), .xml (1) and
every type with no corpus class in `extract._EVIDENCE` are UNMEASURED and
print their numbers without a verdict.
The floor on the judged bundle was found by RUNNING the gate, not by reading
it: one PDF cut into 2 182 concepts scored 0 of 1 against the 32-document
reference and read as PASS.
The gate walks the index tree and never a directory (SS 9.2; controlled
against the listing on four bundles, 453 / 2 761 / 3 206 / 446 either way),
and prints the bundle's own run log beside its counts -- a document rejected
at extraction leaves no row in the bundle, so the pinned corpus's 33 PDFs
show up as 32 and the two denominators must never be read as one.
Three of the order's five premises moved when re-measured, and they are in the
document rather than glossed: the four evidence corpora carry `source_file` on
0 of 446, 0 of 1 133, 0 of 270 and 0 of 2 756 concepts, so they name no file
type and cannot PASS; "41,6 %" is `vegnormal-okf`'s number and not in this
repository; and the same 828-document bundle carries two published hit@k
figures from two question sets.
Three candidate metrics measured and NOT shipped: duplicate titles within a
document (0 of 3 206 on the known-bad arm against 349 of 2 761 on the
known-good one) and short concepts (5.6 % against 14.6 %) order the two arms
the wrong way round; duplicate titles across the whole bundle order all four
correctly (37.8 / 16.3 / 12.6 / 5.7 %) and still ship without a bar, because
any bar separating them is read off the two bundles it would judge.
19 new tests, each rule exercised in both directions; the three README pins
were each driven red before being kept. Suite 1 850 passed, 1 skipped, 1 851
collected, run after `git add` -- +19 against a base of 1 832 collected,
measured on the stashed tree (STATE's 1 831 is one short of that).
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`### Binary extraction` carried its own six-row Format/Reader/Evidence table
over the same rows the pinned table now holds. It was true when written and
reachable by exactly the failure this module exists for: three evidence classes
copied into prose no test reads. That section now points at the pinned table
and keeps its prose about the extra.
A fifth assertion in `tests/test_docs_promises.py` holds the duplicate gone.
Known-positive: the same query finds 8 table lines in that section on the
previous commit, so it can go red.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The extractor registry reads 13 extensions. The README's opening line named
five of them, and the full list existed only in a hidden
`<!-- extract-formats: ... -->` comment, which no reader reads -- so the README
undersold what the code does and stated no evidence class anywhere a consumer
would look.
A `## Supported file types` table now carries one row per extension: reader,
dependency (core or the `[extract]` extra), the evidence class `_EVIDENCE`
records for the row, and one honest note. The three `constructed` office rows
carry their denominators (N = 1, N = 2, N = 1) in the table itself, so a row
that has met no document anyone wrote cannot read as a supported one; `.htm`
does not borrow `.html`'s 828-file class, because the code records none for it.
A `Not read today` section states the absences (`.doc`, `.epub`, `.eml`/`.msg`,
image files, source files, `.one`/`.vsd`) as facts, not as a queue.
Test first, red before the table existed: four assertions in
`tests/test_docs_promises.py` pin the table's row set to
`_CORE_EXTRACTORS | _OPTIONAL_EXTRACTORS`, each evidence cell to `_EVIDENCE`
(and to a fixed `stdlib, no corpus class` where the code records none), the
core/extra split to the registries, and the opening to the table.
No change to `extract.py` and no version bump: nothing about what is read
moved, only what the README says about it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Version to 0.8.5 in pyproject.toml, __init__.py and uv.lock; CHANGELOG's
[Unreleased] becomes [0.8.5] — 2026-09-12, carrying K3-23's instrument,
K3-25's default and K3-24's block-sources fix byte-identically, with the
two `### Changed` headings merged into one and one post written here: what
`okf.parse_frontmatter` now returns for a block `sources:` is a READING
projection PyYAML reads back on 0 of 4 605 measured block files.
No behaviour change in src/ beyond the version string. The guard pin stays
at v1.4.0 and the dependency floor stays at >=1.2,<2.0.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`link_in_signal` defaults to `False` on all three entry points --
`searchable_text`, `concept_scores` and `build_payload` -- through one named
constant, `DEFAULT_LINK_IN_SIGNAL`. This carries out K3-23's recommendation
(alternative c), and its numbers are the whole warrant: of the newcomers the
door's `Enclosing section:` line ever added a question token to, 39 of 39
gained it from the bundle-absolute PATH and 0 of 39 from the link's title, and
every token the path contributed is a segment of the document's own directory
-- the saturation `shared_id_prefix` takes out of the id signal, back in
through the body.
A CONSTANT rather than three naked literals, chosen against the module: the
other eight defaults here are constants (`DEFAULT_PROFILE`, `DEFAULT_LIMIT`,
`DEFAULT_TIE_SHARED_RANK`, `DEFAULT_STEM_PREFIX`, `DEFAULT_TITLE_COVERED`,
`DEFAULT_SOURCE_QUOTA`, `DEFAULT_FOLLOW_PARENT`, `DEFAULT_K`) and this was the
one default spelled out three times. It also lets a test fall on the rule from
the module that owns it.
NO CLI flag is added and none is changed. `grep -n '"--.*link'` over `src/`
gives 0 hits before and after, and `consume.main` never passed the parameter,
so the CLI inherits the function default. A flag was considered and NOT added,
because no caller could be named that needs the older reading: the three call
sites outside `consume.py` (`skill.py:360`, `tools/okf_consume_measure.py:155`
and `:247`) all inherit it deliberately.
Measured before landing: 0 of 5 shipped bundles carry the door's line
(denominators 446, 1 133, 270, 2 756, 2 761 concept files) and 5 of 5 payloads
are byte-identical across the move. The consumer repository was read only and
its tree is unchanged, listing identical including mtimes.
The docstrings move with the code rather than after it. `concept_scores` said
this was "an INSTRUMENT, not a flag and not a default" and `build_payload` that
it "carries no CLI flag"; the first is now false and the second still true, and
each says so. `cli.DEFAULT_SHELL_PARENT` keeps its value and loses its reason:
the cost it cited -- delivered sets moving through that path -- is what this
commit removes, so the comment now states why it stays off NOW, which is N = 1
document and a consumption half nobody has judged. README and CLAUDE.md carry
the same sentence where they already describe the line, measured rather than
written on reflex: neither said anything about the ranking before.
One test changed with the code. The characterisation of what the LINE does
called `concept_scores` with no parameter, because the reading it characterises
used to be the default; it now names that reading. Same fixture, same number.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`_render_sources` gave three measured reasons for refusing to emit the block
form. Two of them fell with `28f9a4b` and are struck rather than left
standing: a block list no longer round-trips to an empty value (4 609 of
4 609 concept files), and B6's acceptance test can now pass.
Reason 2 STANDS and now carries the emission rule alone, re-measured by
reading `portfolio-optimiser` at `6eb58e5`: `read_provenance` returns
`UnreadableProvenance(reason="block-sequence")` for a block value. It is not
the guard's objection -- guard 1.4.0 reads the block form on 4 609 of 4 609
of the same files -- so the answer to "should our own emitter write block" is
NO, with the number that carries it, and the measurement that would make it
decidable is named in STATE rather than deferred without one.
The README paragraph said this library "cannot read the block form" where one
reader could and one could not. It now separates the two by KEY: `sources` in
either form through every reader, every other block mapping still refused,
with the D1b pointer intact.
Report: 222 lines, S7 form. Five deviations first, including the acceptance
sentence naming THREE flat readers rather than one, a `title` denominator of
7 372 rather than 5 372, and the `okf check` rule answered NO with a
measurement (`contract_check` holds 0 occurrences of `sources`, and
`consume` already writes `sources_unreadable` for the state a rule would
restate; `len(RULES)` is 17). Honesty limits name the one-key-wide set, the
block `verified:` fixture still reading empty, and the rendering not being
byte-identical to the source.
Suite 1807 passed / 1 skipped, rc 0, 98 s.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Version 0.8.3 -> 0.8.4 in pyproject.toml, __init__.py and uv.lock, and the
guard pin in [tool.uv.sources] moved from v1.3.0 to v1.4.0 (uv.lock follows
via `uv lock`: the guard's version, source and requires-dist lines, nothing
else). CHANGELOG [Unreleased] closed as [0.8.4] with K3-21's and K3-22's
entries moved as written, plus one entry for the guard pin: 1.4.0 parses a
flow sequence of plain scalars that 1.3.0 refused (26 of 28 frontmatter
blocks refused by 1.3.0, 0 of 28 by 1.4.0, on one five-document bundle).
Dependency range llm-ingestion-guard>=1.2,<2.0 unchanged.
README: the four install lines and llms.txt's one to @v0.8.4, the guard
pairing prose to v0.8.4 / v1.4.0, the pip fallback to @v1.4.0, a v0.8.4
row as the current tag (seventeen checker rules), and the suite count
(1783 collected, 1782 passed, 1 skipped) with its history extended.
No behaviour change in src/ beyond the version string.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The record for K3-21 A-D: what an excerpt, a heading-only body, the checker
and the index now carry, and every gate with its denominator -- the pinned K2
bundle (7 passed in each export), 32 regression payloads, R761 with and
without `--shell-parent` (hit@1/8/50 6/6 at both k, the known-positive at
rank 1, 675 of 710 shells with exactly one link and 0 broken, 710 of 710
pointing at the source's own ancestor after D), consumption 6 of 6 in both
forms, the byte cost against the consumer's 51.0 %, the ranking cost the
link's path carries, and the 35 shells with no ancestor holding text, listed.
Deviations from the order stated first; honesty limits last.
CHANGELOG under Unreleased; README and CLAUDE.md say 710 of 710, 17 rules,
and that the outline mark keeps its depth. The README's project measurement
was re-run (26 concepts, 0 checkout paths, `okf check` 17 rules, 0 findings).
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-21 C. `resolve_structure` asks `_segment_lookup` first for a `parent`
edge: `(source_file, segment_id)` -> concept name, keyed off each concept's
own frontmatter (`DocumentStructure.declared`, no file read again), so a
pointer lands only inside the pointing concept's document -- `p1` exists in
every document of a multi-document bundle. A value no segment answers to is a
document number and is looked up exactly as before; a pointer naming nothing
keeps `UNRESOLVED_MARKER`. The rendering rule is untouched: a resolved
relation renders as its subject, so `parent: p1977?` becomes `parent: p1977`.
Moved on purpose, each named: both segmented goldens' index files
(`examples/ingest-golden-segmented{,-okf-v0-2}/expected-bundle/krav/1-{1,2}/
index.md`), whose declared parents s1 and s2 -> s0 rendered `parent: s0?`
while s0 stood in the bundle -- four lines, `?` removed. The four goldens
`test_the_four_existing_goldens_are_untouched` guards are not among them.
`skills/okf-consume/` regenerated, because the golden's index bytes -- and so
its ref -- moved. `test_shell_parent`'s byte test now expects the resolved
facet. README and CLAUDE.md no longer say the index renders it unresolved.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-21 B. The second form of `parent`: `okf consume --follow-parent`
(`consume.attach_parent_text`) puts the enclosing concept's text inside an
excerpt's `parent`, with that concept's own `sha256` so a claim resting on it
is cited as that concept. It runs AFTER the cut, on the room the cut left, in
rank order, so the delivered set, its order, the withheld list and the
denominators are the same with the flag as without it -- inherited text
cannot displace an excerpt, the mechanism a consumer measured when copied-in
ancestor text pushed the right section to withheld place 504 and 1 069. A
text that does not fit is cut to the longest prefix that does and marked
`truncated`; a parent the payload already holds, or one a higher-ranked
excerpt already carried, travels once. OFF; the defaults are chosen on the
measurement that follows this commit.
`delivered_text` is the one normalisation an excerpt's `text` and a parent's
share. Contract SS 8 point 6 gains the MAY; the template tells the reader
what `text`, `sha256` and `truncated` mean. README and CLAUDE.md name the
flag.
Moved on purpose: the SS 7.4 known-positive again (14 455 / 14 083 / 372 ->
14 721 / 14 346 / 375), and `skills/okf-consume/` regenerated with it.
`tests/test_parent_text.py::test_no_room_means_no_text_and_no_lost_excerpt`
changed from its red form: it asked through `build_payload` at `limit ==
spent`, where the knapsack's 500 B buckets admit nothing at all
(`budget_admits_nothing`); it now holds the rule at `attach_parent_text`.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-21 A. `okf consume` resolves a concept's `parent:` pointer -- a
`segment_id`, unique only inside one document's plan -- among the concepts
sharing its `source_file` (`consume.link_parents`, one pass, no file opened
again) and an excerpt carries `parent: { concept_id, title }`. Conditional
like `req_number`: a concept with no `parent` key moves no byte. A pointer
that lands nowhere is named `parent_unresolved: true`, never dropped.
The door writes ONE line into a heading-only body whose entry has a parent:
`Enclosing section: [<title>](/<bundle-relative path>)` (SPEC SS 5.1 lineage
through links, SS 6.1 the recommended absolute form and the kind in the
prose). Only such a body, so the segmented goldens' declared parents -- bodies
holding text -- are untouched. Appended AFTER structure derivation and
screened on its own (`_screened`, the `description` rule): read as body text
the link was derived into a second, unresolved `references` edge, measured on
the fixture. `segmentation.heading_only` is the one predicate the proposer and
the door share.
`okf check` gains its seventeenth rule, `parent_unfollowable`: a `parent`
that is not a concept_id and title, names its own excerpt, or names a concept
in neither `excerpts` nor `withheld` (together every considered concept).
Contract SS 8 point 6 added, the figure carries `parent`, and "additional
members are not read by the checker" now says the checker reads only the
members SS 8 names. The template tells the reader what `parent` is and that
SS 2.2 lets it read that one concept; `skill.CONDITIONAL_FIELDS` gains
`parent`. README and CLAUDE.md say what consume now reads.
Moved on purpose, each named: the SS 7.4 known-positive IS the contract
document, so `budget.known_positive` moves in every payload (13 238 / 12 893
/ 345 -> 14 455 / 14 083 / 372); `skills/okf-consume/` regenerated from the
segmented golden, whose plan declares s1 and s2 under s0 -- its example
payload now carries both parents; `test_bundle_identity` 16 -> 17 rules;
`test_shell_parent`'s byte test also accounts for the link line.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-22's report, CHANGELOG under [Unreleased], and two corrections of a
sentence measured false.
README and CLAUDE.md both said of the flow form "both are valid YAML, and a
real YAML consumer recovers the same structure from either". An unquoted URL
with a query string inside a flow mapping is not valid YAML for PyYAML, and
the quoted form is refused by the pinned guard; the paragraph now states the
limit. CLAUDE.md also records the K3-22 invariant and the new refusal of a
`--frontmatter` flow value with such a leaf.
Measured, fix `ed0418f` against base `0308169`, each tree built twice from
frozen exports: five-document project 0 files moved; R761 XML and HTML 1 line
each; K2 default 42 `title` lines, after which 454 of 454 frontmatters parse
and read back the same (base 413 parse, 412 read back). hit@k on R761 base =
fix, S1-S6 6/6 at hit@1/8/50 at both k, KP rank 1; okf check 32 of 32 payloads
0 findings over 16 rules; K2 pin 7 passed in the export.
Found outside the order: the pinned guard refuses nearly every segmented
concept okf writes, on its scalar flow sequences (`source_offset`,
`references`, `derived`) -- identical before and after, so older than K3-22.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Tag K3-19 and K3-20 together: a NISO-STS document's own identity names
its directory and titles its sources entry, --frontmatter KEY=VALUE and
description from a section's first spec point, and the consume fix that
keeps a leading directory every concept id shares out of the first
fusion signal. K3-19 alone dropped the known-positive from rank 1 to not
delivered; K3-20 A is what makes the identity safe to ship.
Version 0.8.2 -> 0.8.3 in pyproject.toml, __init__.py and uv.lock (uv
lock changed that one line only). CHANGELOG [Unreleased] closed as
[0.8.3] with its five entries moved unchanged. Five install lines move to
@v0.8.3, the tag history gains a v0.8.3 row, and the suite count is
re-measured: 1668 collected, 1667 passed, 1 skipped.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
A plan entry whose span holds its heading alone gets `parent_id` naming the
nearest preceding entry at a smaller level whose own span holds text, passing
over an ancestor that is empty too; the door writes the existing `parent:`
key. Nothing is copied and no boundary moves. The rule reads the plan's level
and order, never the row. Off by default: `okf consume` reads no `parent`
key, so no payload ranks differently, while the flag moves the bytes of every
bundle holding a heading-only section.
Measured before building on one 2 761-concept process code: 710 concepts are
heading-only; the level route names the ancestor the document's own <sec>
nesting names on 708 of 710 (two sit at depth 7, clipped to 6, and point one
level too high), where reading section numbers gets 686 (`12` begins with
`1`); 35 have no ancestor holding text and get none.
The red test expected only concept files to move. The index is a projection
of the frontmatter and shows the key as a facet, so the test now holds both;
the facet renders a segment id as unresolved (`p1?`), because `structure`
reads `parent` as a document number -- named in README, CLAUDE.md and the
CHANGELOG, not repaired here.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The report for K3-19, measured from a frozen export of 77e7cab: R761 from the
base 56b00e7 against 77e7cab -- directory `14ce59dc-...` -> `r761-prosesskoden`,
2 761 concepts and 710 shells unchanged, 110 = 110, 1 807 descriptions, the
flagged edition and address on 2 761 of 2 761, hit@1/8/50 over S1-S6 6/6 at
both k, `okf check` 4 of 4 with 0 findings, and --ingested-at alone
confirmed on 2 761 of 2 761.
Reported first rather than repaired: the known-positive falls from rank 1 to
not delivered at the default k (13 at k = 50), decomposed to the directory
name alone; and the order's own `sources` value is refused by PyYAML on every
concept while `okf check` accepts it.
CHANGELOG under [Unreleased], the README and CLAUDE.md paragraphs carry the
final numbers, and the README test count moves to 1659 collected.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-19 c. The NISO-STS reader records, per titled <sec>, the FIRST <p> of its
FIRST direct-child <sec sec-type="spec"> as `OutlineMark.description`. The
plan entry carries it (`description`, only where the source has one, so every
other row's plan keeps its bytes), `parse_segmentation_plan` refuses an empty,
multi-line or non-string value, and the door writes it as the concept's
`description` after the gate has seen it: it is document text persisted
outside the body the gate screens, so it is kept only on the non-blocking
floor and as the sanitized text.
SPEC SS 4.1 makes `description` RECOMMENDED and sets no length, in SS 4.1,
SS 8 or SS 11. The limit is ours and structural -- one paragraph, whole --
because a cut inside it writes a sentence the source never wrote. Measured on
R761: 2 026 of 2 761 titled sections carry a direct-child spec point; the
first <p> runs 17 / 109 / 273 / 521 / 942 characters (min / median / p90 /
p99 / max). A section with none gets no key; nothing is derived from the
title. A stated `--frontmatter description=...` replaces it.
The extracted text does not move: the description is read beside it.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-19 b. `okf build --frontmatter KEY=VALUE`, repeatable, split on the FIRST
'=' (`cli.frontmatter_from_flags`) because a publisher's address carries '='
itself. The value is written verbatim on ONE line: the block form of a
`sources` list is invisible to this package's line-oriented readers, so the
flow form is the only one that survives them. Also reachable as
`build(frontmatter=...)`, `measure(concept_frontmatter_values=...)`,
`process_inbox(concept_frontmatter_values=...)` and
`render_inbox_concept(concept_frontmatter_values=...)`, keyword-only with
defaults, so every existing call site is source-compatible.
Precedence: a stated value beats what the document declares, which beats the
file name. A run may ADD any key and REPLACE only `sources` and
`description` -- the two with a derived layer below the flag. Every other key
the door writes is refused by `inbox.validate_concept_frontmatter` before a
proposal is written (`run_frontmatter_invalid`): measured from the bytes, owned
by another argument, the ownership stamp a later run reads back (including
Door A's `ingest_manifest`, which would make that door claim a Door B file),
or a derived facet whose `derived` marker would go on naming a replaced value.
A value that would not read back as stated -- empty, multi-line, or padded,
since `parse_frontmatter` strips -- is refused too.
SPEC SS 4.1 "Extensions" lets a producer add any key and SS 11 forbids a
consumer to reject one. Without the flag nothing moves: a test holds the
flagged tree to the plain one minus exactly the stated line.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3-19 a. `extract.declared_identity` reads what a NISO-STS document states
about itself -- exactly one <std-ident> (<doc-number>, <year>) and exactly one
<title-wrap> (<full>, else <main>) -- and returns None for every other row,
for XML that is not STS, for an unparseable file, and for a document that
states neither. A value stated more than once is not read: an adopted
standard carries one <std-ident> per issuing body, and picking one is a guess.
`okf build` names a document's directory from its <doc-number> through the id
grammar, replacing only the file's stem. A declared name another document in
the run also claims falls back to the file name for both, said on stderr: the
existing collision gate would refuse both with "rename one", and a name read
from inside a document is not one a rename can change.
`sources[0].title` becomes <doc-number> + <year>, then the <title-wrap>
title, then the file name -- the first that survives the gate and can be
written into the flow mapping verbatim. Measured on R761, <full> carries a
comma, which ends a flow mapping, so it is never the title there; it is never
cleaned up either. `resource` stays the inbox-relative file.
Every other row, and every profile without an address, is untouched: the
identity is asked for only where `sources` is written.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The version moves to 0.8.2 in pyproject.toml, __init__.__version__ and
uv.lock (one line; `uv lock` touched no other package). CHANGELOG's
[Unreleased] becomes [0.8.2] -- 2026-09-11 with the entries K3-15, K3-17
and K3-18 wrote, unedited. The five install lines (README x4, llms.txt)
point at @v0.8.2; the guard pairing prose names v0.8.2, whose own
[tool.uv.sources] still pins guard v1.3.0; the tag history gains a v0.8.2
row and v0.8.1 stops being "the current tag". Test count re-measured on
2026-09-11: 1603 collected, 1602 passed, 1 skipped.
What the release delivers to a consumer on a tag: `okf check`'s sixteenth
rule (bundle_mismatch), which v0.8.1 does not carry, the --title-covered
stop beneath a title that answers more, and the regenerated
skills/okf-consume/. No behaviour change in src/ beyond the version string.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The hand-filled skill predated `okf skill`, declared no bundle identity,
and was refused by the checker it tells its reader to run, against the
payload shipped beside it:
NOT conformant: 16 rules over 3 excerpts and 0 withheld entries, 1 findings
bundle_mismatch: the skill declares no readable bundle identity, ...
It is now the generator's output for
examples/ingest-golden-segmented-okf-v0-2/expected-bundle, the bundle the
payload always came from:
conformant: 16 rules over 3 excerpts and 0 withheld entries, 0 findings
The payload's bytes do not move. --force and --example-question are both
required: without the question the payload is a different one (spent
2125 -> 1420, delivered 3 -> 2, withheld 0 -> 1) and the byte test fails.
`okf skill` writes the bundle root and the skill path absolute when --out
is not under .claude/skills/, so the checkout prefix is stripped in one
mechanical step that a test holds; the generator is unchanged.
The frontmatter name becomes b-golden-segmented-okf-v0-2-consume. Claude
Code takes a project skill's command from its directory, which stays
okf-consume, and nothing in this repository named the skill by name.
references/README.md is rewritten by hand with the full regeneration
command; living prose in README, CLAUDE.md, the test comment and the
skill.py docstring is corrected, dated journals are left as written.
Report: docs/2026-09-11-k3-runde18-konsumskillen-regenerert.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Round 16's partition read every concept whose WHOLE title the question
accounts for before everything the fusion ranked above it. That is a claim
about the covered title's PRECISION, and it overrode the fusion even against
a title answering MORE of the question. Measured on a 26-concept bundle of
five documents: the question names a section by three title tokens and holds
a neighbour's whole one-token title (1 of 9 question tokens); the fusion put
the named section at rank 1, the partition moved the neighbour over it.
A covered concept now RISES through the fusion's order and stops beneath the
first concept whose title answers more question tokens, by equality, than it
holds, or beneath a covered concept the fusion put above it. With nothing
above it answering more it reaches the top exactly as before. Same flag
(--title-covered / --no-title-covered), no new parameter, no new constant.
Measured before this commit, delivered ranks from build_payload:
- known-negative: rank 2 -> 1; the payload equals --no-title-covered's
- three own probes on that bundle: 1, 1, 1 (unchanged from round 16)
- R761 XML, 2 761 concepts: hit@1/8/50 6/6 - 6/6 - 6/6 at default k and at
--k 50, KP rank 1; 8 of 8 payloads byte-identical to 7cca9e0 at BOTH k
- payloads byte-identical to 7cca9e0: K2 pinned 6/6, Arm B 6/6, N100/N200/
N500 15/15; tests/test_default_bundle_pin.py 7 passed, file untouched
- candidates measured beside it: min title length (R761 hit@1 3/6), share of
the question (holds only for 1/9 < s <= 1/6), order inside the group
(group of one: no effect), stop list (no title involved is one)
Suite on the staged set: 1600 passed, 1 skipped.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`okf check` had fifteen rules and none asked whether the skill and the payload
were talking about the same bundle. Reproduced on this HEAD before any code
moved: three pairs reported `conformant: 15 rules over 8 excerpts and 438
withheld entries, 0 findings` -- a skill generated from one corpus against
another corpus's payload, the unfilled template against that payload, and a
payload sharing the skill's `bundle_id` at a foreign `ref`. All three now exit 1
with one `bundle_mismatch` finding over 16 rules.
BOTH halves are compared and the `ref` half is load-bearing: three distinct
builds on this machine carry one `bundle_id`, so an id comparison would pass a
stale skill. SS 3.3: "a version is the producer's assertion; a ref is a fact
about bytes". An identity the rule cannot read is a finding, never a silent
pass -- that is what refuses the unfilled template.
No new field: the identity was already in the generated skill's prose, now
factored into `skill.identity_line` and read back by
`contract_check.skill_identity`. Generated skill bytes unchanged, measured on
both tracked bundles on one interpreter.
The rule's first real find is this repository's own hand-made
`skills/okf-consume/SKILL.md`, which predates `okf skill` and declares no
identity a reader can act on: 1 of 1. Nine tests that asserted the old, false
conformance now pair a skill with its own bundle's payload.
Measured, nothing else moved: `~/okf-test/dokumenter` `diff -r` empty old
source vs new on one interpreter (52 files, 26 concepts), `okf project` still
byte-equal to `okf build`, K2 pin unmodified and green (453 concepts, ranks
1,1,1,1,1,5), known-negative `{}` unchanged at 9 findings.
Report: docs/2026-09-10-k3-runde15-bundle-mismatch.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
A patch release carrying round 16's ranking rule and nothing else. No
behaviour changes in `src/`: the version string is the only line touched
there, and it is touched because it is the second half of the version --
`tests/test_packaging.py` holds `pyproject.toml`'s declaration and
`__init__.__version__` equal, and a tag whose package reports the previous
number lies to every consumer that installs it.
- `pyproject.toml` and `src/llm_ingestion_okf/__init__.py`: 0.8.0 -> 0.8.1.
- `CHANGELOG.md`: round 16's own entry closes as `[0.8.1]`, with a new empty
`[Unreleased]` above it and no comparison link, because the file has
published none since `[0.6.0]`. The entry gains one bullet it did not
carry: the rule's MEASURED DOWNSIDE, reproduced here on a five-document
folder -- a constructed known-negative question demotes the answering
section from delivered rank 1 to rank 2 because a neighbouring concept
titled with a single common process word has its WHOLE title accounted
for. Written as a known limitation of short generic titles, not as a fix.
- The five install lines (`README.md` 4, `llms.txt` 1) move to `@v0.8.1`.
Measured after: `okf.git@v0.8.0` 0 hits, `okf.git@v0.8.1` 5 hits as the
known-positive control, and the two remaining bare `v0.8.0` occurrences
are the tag-history row and the test-count history -- both are statements
about the past and both stay.
- The tag-history list gains `v0.8.1` as the current tag and demotes the
`v0.8.0` row to what it was; `v0.7.0` is untouched, and `docs/` is not
rewritten at all.
- The test-count history sentence named the `v0.8.0` release as the last
one and would have become false on this tag: it now records 1582 through
`v0.8.1` as well. The published figures 1583 collected / 1582 passed /
1 skipped were re-measured here and stand.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The report, the CHANGELOG entry under [Unreleased] and the README's ranking
section. No version bump and no tag: v0.8.0 was released this same day.
R761, delivered ranks, before -> after: hit@1/8/50 3/6 - 5/6 - 5/6 -> 6/6 -
6/6 - 6/6 at default k and 3/6 - 5/6 - 6/6 -> 6/6 - 6/6 - 6/6 at --k 50, with
the known-positive at rank 1 on all four and the known-negative still not a
hit. --no-title-covered on the new binary reproduces the old row exactly.
Nothing else moves, measured on the bytes: the pinned K2 bundle and Arm B keep
(1,1,1,1,1,5) with payloads byte-identical on 6 of 6 questions each,
n100/n200/n500 payloads byte-identical on 5 each, the 828-file HTML corpus at
828 plans / 0 unreadable / 6 015 md with diff -rq empty, the five-document
folder diff -r-identical at 26/52, and okf project still byte-equal to okf
build.
README's test count corrected to what this round measures: 1583 collected,
1582 passed, 1 skipped. The published 1575 was the passed count.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Round 13 (the `.xml` core file type read as NISO-STS, and the PDF arm's
collision counter) and round 14 (a section the source DECLARES takes the
declared-structure route: `.xml` goes from 15 of 2 761 to 2 761 of 2 761
boundaries and from 23 to 2 761 concepts at the shipped defaults, hit@1/8/50
0/6 - 0/6 - 0/6 to 3/6 - 5/6 - 6/6) are both landed. This commit adds no
functionality: it sets the version, closes the CHANGELOG entry, and points
every install line at the new tag.
- `pyproject.toml` and `src/llm_ingestion_okf/__init__.py`: 0.7.0 -> 0.8.0.
The second is the only line in `src/` this release touches. It is not a
code change but the other half of the version, written without a `v`
prefix, so a search for `v0.7.0` cannot find it;
`test_packaging.py::test_the_declared_version_agrees_with_the_packaged_one`
is what did. Left alone, the tag would report the previous release to every
consumer that installs it.
- `CHANGELOG.md`: `[Unreleased]` becomes `[0.8.0] - 2026-09-10`, with a new
empty `[Unreleased]` above it. The entries are round 13's and round 14's own
words, unchanged. No compare link is added: this file has carried none since
`[0.6.0]`, and inventing one here would be a claim about a URL nobody checked.
- The five install lines and the two prose lines naming the current tag move to
`v0.8.0`. The tag history list gains a `v0.8.0` row as the current tag and
KEEPS the `v0.7.0` row: that list states it is not install lines, so a
rewrite would delete history rather than update it.
- README's test count was 1515, measured 2026-09-09; this tree measures 1575
passed / 1 skipped with ruff 0.16.6. The surrounding sentence about the
earlier figure is repaired too, because changing the date alone would have
made it false.
`v0.7.0` stays on 1260fac. No lock change, no history rewrite in `docs/`.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
GREEN on the twelve tests from the two commits before it. `.xml` joins
`_CORE_EXTRACTORS` beside `.html`, and 110 of 110 unreadable becomes a bundle.
A CORE type, not an `[extract]` one, because the parser is stdlib: putting it
behind the extra would make a pure-stdlib file type binary-dependent for no
gain. And never through the converter, which the existing fence test now says
in one more line: a file routed there is read by a second parser that never
sees this reader's DTD refusal, so the hardening would be true of the code and
false of the file.
TWO PATHS, NAMED RATHER THAN GUESSED. STS when the root is `<standard>` or the
document holds any `<sec>`; generic otherwise. Generic XML keeps its text in
document order and gets NO structure -- an element name is never promoted to a
heading, because an RSS feed is not a numbered standard.
THE GRAMMAR IS MARKDOWN, the same markdown the office rows and round 11's HTML
row reach the proposer through, and `propose.py` is untouched. `<sec>` with a
`<title>` becomes one ATX line carrying `<label>` + space + `<title>` at its
own nesting depth; `<sec>` with only a `<label>` becomes a body line with the
label in front, the way `li` is treated in HTML -- 4 954 of R761's 7 715 are
lettered points and one heading each would bury its own 2 761; `<table-wrap>`
becomes its label plus ONE markdown table through this package's own
`render_table`, separator line included, which is what makes it a block.
TWO CHOICES THAT ARE MEASUREMENTS, not preferences:
- Inline by ALLOWLIST, block by default -- the inverse of the HTML reader,
because block-versus-inline is a property of HTML and XML has no such
universal. Assuming block is safe (an extra break never removes text and a
boundary needs a line that matches a grammar); assuming inline is not. The
allowlist is load-bearing: that document carries 1 701 `<italic>` and
1 396 `<bold>` inside its prose.
- The ATX ceiling is 6 and STS nesting reaches 7. The depth is CLIPPED, not
dropped: 9 of the 2 761 titled sections sit at depth 7 and `#######` matches
nothing, so dropping loses the section while clipping keeps the boundary and
states the nesting one level too shallow.
A DTD IS REFUSED UNPARSED, and that is a guarantee about this code rather than
about the machine. Measured on this interpreter (3.14.0, pyexpat 2.7.3): an
external SYSTEM entity is refused by the stdlib and never fetched, but the
amplification limit that stops a billion-laughs comes from libexpat >= 2.4.0
and NOT from Python -- five levels still expand -- while `pyproject.toml`
requires only `>=3.10` and no lockfile pins an interpreter. `XMLParser` exposes
no `.parser` attribute on the C accelerator, so the handler route is not
portable either. NO new dependency: `defusedxml` and `lxml` both occur 0 times
in `uv.lock` and still do.
pytest -q: 1566 passed, 1 skipped.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`okf build` recovers a PDF's boundaries from the shape of its page text and
never opens the file's own `/Outlines` bookmark tree. On a 701-page process
code whose publisher also ships a NISO-STS structure for it, measured outside
this repository and reproduced here exactly: the shipped default finds 1967 of
2761 titled sections, 0 of its 28 chapters, and 794 of 794 misses have their
heading text PRESENT in the extracted text. The line was read; the boundary
was never opened. The same file's bookmark tree matches 2761 of 2761 of those
titles exactly after normalisation.
`--pdf-outline`, OFF, cuts a PDF at the boundaries its tree declares.
boundaries 1967 of 2761 -> 2759 of 2761 (gate was 2700)
depth 1 0 of 28 -> 28 of 28
titles identical to source -- -> 2761 of 2761
false positives 163 of 2182 -> 3 of 2762
directories with two files 132 of 2050 -> 2 of 2738
front-matter concepts 72 of 2182 -> 2 of 2762
consumption fasit present 4 of 7 -> 7 of 7
hit@1 / hit@8 / hit@50 1/6 2/6 4/6 -> 3/6 5/6 6/6
It is a SEGMENTATION arm, not a reader option: the extracted text is byte for
byte the same either way. A PDF with no tree builds byte-identically with the
flag on -- `diff -r` empty across the pre-change tree, the arm off and the arm
on. An unresolvable `/Dest` is dropped and COUNTED, never fabricated into a
boundary and never a refusal of the file.
The bridge from (page, y) to a line index is the whole risk, so both routes
are measured. `extract_text_lines` splits lines identically to `extract_text`
on 701 of 701 pages, and is CHECKED per page rather than assumed. The y route
and the title route disagree on 0 of 2762 nodes, flat from a 0pt tolerance to
8pt and collapsing at 12pt, so the rule ships with no tolerance constant. The
naive "nearest line" rule was wrong on 1840 of 2762, one line early every time.
The orphan check is not applied to a bookmark mark: it asks whether anything
stands under a candidate's first line, which is the right question for a
heuristic's guess and the wrong one for a publisher's declaration. 683 of 2762
marks are container sections; applying it scores 2079 instead of 2759.
No new dependency and no second parse of the pages: `pdfminer.six` already
ships under `pdfplumber` in `[extract]`. 119.22s -> 183.31s wall, peak RSS
3252 -> 3251 MiB. The default does not move; 1 of the 8 reference PDFs carries
a usable tree at all.
`.pdf` also gains its `_EVIDENCE` row, as `measured` -- it was the row with the
most measurement behind it and no entry in the table.
Report: docs/2026-09-10-k3-runde12-pdf-outlines.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Measured outside this repository on a 3206-concept bundle of a published
handbook: the code's own process overview contributes 28 of 3206 concepts
(0.87 %) and 117 488 of 1 469 225 source characters (8.0 %), and took 8 of 8
delivered places on one question and 7 of 8 on the known-positive -- which was
not delivered at all. Identical at 343 and 1651 concepts, so the cause is the
corpus's COMPOSITION, that it holds its own table of contents, and NOT its size.
Splitting the corpus would move the defect, not remove it: any corpus with a
contents list, a project overview or a summary document has the same property.
`--source-quota N` caps how many DELIVERED places one source document may take.
It cuts where the shortlist is cut -- before the pack, never inside the DP,
which maximises a sum over a set it is handed -- so the freed place goes to the
next candidate and `k` is still delivered in full.
DEFAULT 2 SINCE TODAY, and it is the third change here that alters a payload
with NO bundle changing (after `--tie-shared-rank` and `--stem-prefix`).
Opt-out `--no-source-quota` reproduces the previous excerpt order.
Swept over {2, 3, 4, off} on three bundles, with the fasit prefixes validated
against the bundle FIRST (that control caught a defect in the measuring query
itself -- it read the last id segment where the document is the first):
- K2, both bundles: at 2 and 3, hit@8 goes 5 of 6 to 6 of 6 with all five
standing rank-1 rows unmoved. The recovered row had missed on every bundle and
every configuration measured until now. At 4 and off it is 5 of 6.
- The handbook bundle: hit@8 2 of 6 -> 4 of 6, the known-positive from not
delivered to rank 4, and the dominant document's share of delivered places
8 of 8 -> 2 of 8 (7 of 8 -> 2 of 8 on the known-positive).
- 2 rather than 3 on rank alone: the recovered rows come in at 5 and 4 rather
than 7 and 5.
WHAT THE GAIN IS NOT. hit@8 asks whether the gold DOCUMENT appears among the
delivered excerpts, and a document quota directly raises how many distinct
documents a payload holds, so that metric is not neutral with respect to this
rule. The five rows that were already rank 1 are neutral, and they did not move.
THE ADVERSE CASE IS NAMED, not left to a consumer. A bundle built from ONE
document carries the same `source_file` on every concept, so a quota applied
literally would deliver 2 excerpts where `k` were asked for -- a rule against
dominance turned into a rule against small bundles. The shortlist is topped back
up from the best-ranked over-quota candidates, which makes such a bundle
byte-identical to the quota being off, and a test holds it.
`--rarity-weight` was measured against the same defect and does NOT repair it:
it leaves the dominant document at 8 of 8 places on the question it floods,
delivers neither that answer nor the known-positive, and holds 5 of 6 on both K2
bundles. Combined with the quota it is worse than the quota alone (the
known-positive falls back out). It stays off.
The vocabulary stays CLOSED and the new code is published in all three places a
consumer can read it: `WITHHOLDING_RULES` (six -> seven),
`docs/consumption-contract.md` 5.3, and the generated SKILL.md -- verified by
reading the generated file, not the code that writes it. `source_quota_exceeded`
is a DIVERSITY drop and not a relevance one, so folding it into
`no_lexical_match` would tell a consumer the question reached nothing in a
concept the question in fact reached. `okf check --skill --payload` stays
conformant, 0 findings over 15 rules.
Editing the contract moved the 7.4 known-positive, which is the coupling
working as intended: 12 563 -> 13 238 encoded, 12 227 -> 12 893 raw, delta
336 -> 345, updated in the constant, the instantiated skill and the shipped
example payload.
Also adds the O6 guard on the reading side: `build_payload`'s signature defaults
are asserted equal to `okf consume`'s argparse defaults for every same-named
parameter. `okf project` shipped that exact disagreement for two rounds.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`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>
Three of round 9's four measured holes, each closed with a rule chosen on a
measurement rather than named as a limit.
`rtf` GIVES 0 SEGMENTS -> 6 of 6 AUTHORED TITLES over N = 4. The container has
no heading style, so the author's title is bold text. The grammar is markdown,
not `rtf`: the converter already writes that title as `**...**` in the same
output every office row produces, so no `rtf`-only heading form exists. Three
parameters were swept over 47 readable documents and ONE carried -- refusing a
line that ends in terminal punctuation takes false-positive lines from 9-12 to
1-2. A maximum title length (unlimited/40/60/80/120) and a
must-stand-between-blank-lines clause are both FLAT, so neither is in the rule.
The last false positive is closed by G1, the principle `_gate_outline` already
carries: recovery yields to declaration. False positives are then 0 of the 31
declaring documents by construction, and 0 of 27 on the corpus. Reach: 2 of 39
corpus documents, both `docx`, 0 of 33 `pdf` and 0 of 2 `xlsx`. Behind
`--bold-title`, default OFF pending the hit@8 measurement; the default bundle
is byte-identical without it.
BOTH ALTERNATIVES THE ORDER NAMED WERE MEASURED AND FELLED. A fourth hand-laid
fixture DECLARES heading styles in a stylesheet and the converter discards
them, emitting the same bold line -- so "read the declared headings out of the
markdown" has nothing to read. `rtf` -> `docx` -> markdown yields 0 ATX
headings on that same document, because the loss is in the `rtf` READER before
any writer sees the style. Fixtures are hand-laid in `make_k2_office.py` with
the fasit written first; they live in their own directory because Door B walks
a drop directory recursively and `k2-office/` reads its N off the listing.
THE PREFIX OVER-MATCH: THREE CANDIDATES MEASURED, ALL THREE FAILED ON ONE ROW.
Re-measured on the pinned 453-concept bundle with the control run first:
`under` occurs 79 times by equality and matches 172 by prefix, `undersjoisk` 0
and 172, `bilateral` 0 and 400 of 453, `standhaftig` 0 and 219. The two extra
known-negatives were FOUND, not chosen -- every 4-character prefix ranked by
document frequency, then a real word taken from the widest. A longer floor
(5-8), a coverage share (0.5-0.8) and a long-words-only floor (>= 8) each cost
row 1 its rank on the default bundle and the whole row on Arm B. Decomposed:
row 1's token `prisene` reaches its gold document through
`pris|sammenstilling` on four characters -- 0.57 of one word and 0.22 of the
other -- so the over-match and the wanted match are one mechanism.
THE FOURTH CANDIDATE IS THE ANSWER: the shared prefix must be a WORD the bundle
uses. `pris` is; `bila` and `stan` are not. `bilateral` 400 -> 0 and 512 -> 0,
`standhaftig` 219 -> 56 and 235 -> 33, every hit@8 row keeping rank 1 on BOTH
bundles. `undersjoisk` stops at 162 because `under` IS a word here -- a genuine
Norwegian morpheme, so that residual is a different answer, not a ceiling. ON
by default (`--no-stem-prefix`), pinned with its own known-negative on the
shipped bytes.
THE SHIM: a path importer holds the object `module_from_spec` made, and
`sys.modules[__name__] = _impl` never reaches it. Measured under both counting
methods -- 3 of 76 public names by `vars()`. One line copies the public names
into this file's globals; the dunder filter is load-bearing, because an
unfiltered copy overwrites `__name__` before the next line uses it as the alias
key. It restores attribute ACCESS and not patch-through, which is why the alias
stays. A CHANGELOG note under 0.7.0 and a shim docstring line say so, since
what the consumer asked for was the note.
Suite 1515 -> 1535.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Round 9: the four rests in STATE's NESTE that needed no operator decision.
CLAUSE 1 CLASSIFIED BY THE NUMBER, NOT THE TITLE. `_TRAILING_PAGE_NUMBER`
admitted a candidate into a contents run by asking whether the title ended in
an integer -- a question about the number. A drawing's dimension chain, a
schematic's labels, a door schedule, a coordinate column and a soil-layer
table all end in integers and name nothing. Measured over the 43-document
corpus: 68 candidates discarded over 11 of 39 readable documents, of which
19 over 5 documents are data rows.
That corrects round 8's own decomposition. Its "four misclassified numeric
tables and seven real contents listings" needs each document on one side, and
two of the eleven are both. Read across all 68 titles rather than the
three-title sample: 5 documents carry a data row, 8 carry a real entry.
`--contents-name` requires a NAME to survive stripping the page number. The
threshold is SWEPT, not chosen, and collapses at both ends: at an alphabetic
run of 1 a door schedule keeps a stray `V` and 13 of 19 are rescued; at 3 the
two-letter section name `VA` stops being a name, falls out of run membership,
and takes `RIB`, `MMI` and `Tittelfelt` below `CONTENTS_RUN` with it -- one
acronym costing four REAL entries. At 2: 16 of 19 rescued, 0 of 49 regressed.
The three not rescued carry a real word and are named rather than rounded off.
THE CONVERTER'S ANCHOR WAS IN THE CONCEPT ID. Pandoc writes a sheet as
`## <name> {#sheet-N}` and a titled slide as `## <title> {#slide-N}`. Because
a filename is reduced FROM the title, the anchor reached both. Operator
authorised the strip 2026-09-09 after the exposure was counted: 2 of 810
concepts on the previous default bundle, 2 of 1108 on Arm B, 1 of 26 on the
operator's folder. Two ids renamed, one of which `portfolio-optimiser` has
cited in writing; both are in the report so that message can be sent.
One rule in one function, read by BOTH title-forming sites -- a rule in only
one would leave the id and the title naming the same concept differently. The
known-negative is the point: `Mal for {kundenavn}` is a title an author wrote.
odt/rtf/pptx MEASURED END TO END FOR THE FIRST TIME, on hand-built documents,
because the corpus denominator is genuinely zero (86 files: 66 pdf, 10 docx,
4 xlsx, 2 zip, 2 smc, 2 doc). `_EVIDENCE` gains a third class rather than
stretching an existing one: `constructed` means the row has met a document,
but not one anyone wrote for their own purposes. odt 1 of 1 declared headings;
pptx 2 of 2 on a deck that declares slide titles and 0 of 2 on one that does
not -- round 7's reading of pptx was a fixture property, not the format; rtf
0 segments, because the container has no heading style and the author's title
is bold text. rtf is the one open finding.
ACCEPTANCE, all four. The 12-position reference is label-identical in BOTH
readings (pdf 7/8, docx 3/3, xlsx 0/1 or 1/1, sheet 10/12 or 11/12). One K2
bundle carrying both changes: 453 concepts / 865 md, hit@8 [1,1,1,1,1,None]
on it AND on Arm B, with the known-negative still reproducing on the new
bytes. `okf project` byte-equal to `okf build`, `diff -r` empty. Consumer
cost is a re-run: 436/832 -> 453/865, digest 21af4a1aa98315cf.
Three published numbers corrected: README's 596 tests (1515), README's "15
concepts out" for `okf project` (that was the O6 defect; it is 26), and O6's
print-mode method, which does not reproduce without --allowedTools.
Report: docs/2026-09-09-k3-runde9-restene.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
`okf project` built a bundle two rules behind `okf build`. `cli.build`'s
signature defaulted `keep_table_heading` and `sheet_section_rows` to `False`
while argparse defaulted both to `True`, and `project.create` calls `build()`
as a function. Measured on a five-document folder: 15 concepts / 30 files
where `okf build` wrote 26 / 52, the whole difference in the priced sheet --
the document a question about price has to reach. The invariant test could not
see it: it compared `project.create` against the same function, and its two
fixture documents had neither a table nor a sheet. Both gaps are tests now,
and the two paths are byte-equal on that folder (`diff -rq`, 0 differences).
README opens with what / one install line / two commands / the three shapes of
request; the phase-status paragraph moved down, nothing deleted. One tag is
pinned everywhere: README pinned v0.4.0 on its install lines and v0.6.0 below,
llms.txt pinned v0.4.0, so an agent reading from the top installed a tag
without `okf project`.
The skill states three modes -- question, hypothesis (per premise, `confirmed`
/ `refuted` / `undecidable-from-bundle`), and a task producing a document
(source per claim in the artefact, an ungrounded paragraph written and marked
rather than dropped, the cut declared inside the document). The five markings
are untouched.
Generated skills state relative paths in the project layout: `okf consume
.okf/<id>` and `okf check --skill .claude/skills/<id>-consume/SKILL.md`,
runnable from where `okf project` tells the reader to start `claude`. Two
absolute paths to zero, measured with a query shown capable of finding first --
O5's published "4 -> 0" used `grep -c "^/"` against paths indented by two
spaces.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Round 7 named two open items: a table-block candidate displacing a declared
heading (26 041 characters between entries, `md` at 3 of 4 declared headings)
and 17 590 characters after the last entry, never examined. Measured on
`a364ef4`, the first premise does not reproduce and the second is not a
separate mechanism.
`md` recovers 4 of 4, not 3 of 4. D1 (`--keep-table-heading`) is the repair
for exactly the mechanism round 7 § 5 describes, and round 7 moved it into
the default in the same commit -- so § 5 is a pre-move measurement presented
as the post-move state. That is round 7's own trap, stated in its own report:
a number about a rule is a measurement of a configuration. Nothing held the
cell, which is why it could be wrong and stay wrong.
The remaining gap has ONE cause. Every rule closes a span against the NEXT
MARK; three steps then remove a mark after its neighbour's `end` was fixed
against it. The orphan check leaks 18 527 characters over 15 of 39 documents,
`fold_units` clause 1 leaks 7 514 between entries, and the same clause on the
last run leaks all 17 590 tail characters -- with `unit_fold=False` the corpus
tail gap is 0. Round 6 already established the principle (filter at admission,
let the mark above carry the text) and it was never applied post-filter.
`--close-span-gaps` states it once, after the fold, where every removal has
happened: a span runs to the next SURVIVOR, the last to the end of the text.
It adds no boundary. Measured: 43 631 characters (2.51 %) -> 0, entries
429 = 429, K2 concepts 436 = 436, the operator's folder 52 md = 52.
All four acceptance conditions hold at once. The 12-position reference is
label-identical -- 11 of 12 under |F|[3]=12 and 10 of 12 under |F|[3]=11,
both readings reported, not one position moved. hit@8 holds [1,1,1,1,1,-] on
the round 8 bundle (436), the round 7 default (436) and Arm B (629), and the
known-negative reproduces on the new bytes: `--no-tie-shared-rank` gives
[2,1,1,1,1,-].
The pin is rebuilt against the default that actually ships
(`K2-bundle-default-20260911`, 832 files, digest 8c93e5e3...); two independent
builds of it differ in nothing, `log.md` included.
Two measurement failures are recorded rather than hidden. The corpus identity
check first used `xargs` without `-print0`, every filename split on its
spaces, `shasum` read nothing, and both sides agreed on a digest of the
failure; a control against the digest of empty input separated them. And the
smoke build cannot prove the flag arrives -- the operator's folder has a
coverage gap of zero already, so `diff -rq` is 0 either way; the plumbing has
its own test on a document that has the defect.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Round 6 left two things behind: a measured coverage hole with the repair built
but not the number to move it, and a retrieval regression that kept two
spreadsheet rules off the default. Both are measured; four defaults move.
THE HOLE IS BIGGER THAN THE RULE BUILT FOR IT. Measured over the 39-document
corpus, the pre-move default left 207 435 characters -- 11.92 % -- in no
segment: 163 804 above the first entry, 26 041 between entries, 17 590 after
the last. `--first-span-from-zero` closes the first part entirely, 79 % of the
whole, leaving 43 631 (2.51 %) over 8 of 32 documents. It adds no boundary and
the K2 concept count is identical with and without it (425 = 425); hit@8 holds
[1,1,1,1,1,-] under both tie-breaks and the 12-position reference does not move
one cell.
THE RANKER WAS PUNISHING FINE-GRAINING FOR BEING FINE-GRAINED. Round 6 held
`--sheet-section-rows --keep-table-heading` back because on a bundle built with
them row 1 fell rank 1 -> 2, and ruled out the document prior because its rank
over 39 DOCUMENTS was 1 on both bundles. RRF reads a rank over CONCEPTS:
splitting the gold document 1 -> 12 puts its own twelve concepts in that
signal's whole top tie group, so the one leading the body signal takes position
11, contributing 1/71 where the undivided concept contributed 1/61. A signal
that scored them all EQUALLY still emitted twelve ranks, ordered by concept_id,
and the fusion read alphabetical order as a measurement.
AND THE REPAIR WAS ALREADY IN THE TREE, OFF FOR A COST THAT HAD BEEN REMOVED.
`--tie-shared-rank` shipped off 2026-09-08 because hit@8 fell 5 of 6 to 4 of 6.
Swept over 2 prior exponents x 3 bundles x 6 rows: that fall exists only at
DOCUMENT_PRIOR_EXPONENT 1.0. Round 6 moved the exponent to 0.5 for an unrelated
reason and correctly reported it moved no hit@8 row -- nobody measured the
pair. A flag's "off by measurement" is a measurement of a CONFIGURATION, not a
property of the flag.
Shipped, each with an explicit opt-out and both directions measured rather than
asserted: --no-first-span-from-zero --no-sheet-section-rows
--no-keep-table-heading reproduces the previous bundle byte for byte (diff -rq,
0 differences), and the no-flag build equals the explicit-flag build.
--no-tie-shared-rank reproduces the previous excerpt order -- the one change
here that alters a payload with no bundle changing.
K2 default: 436 concepts / 832 files, digest 8dff8a8e6c15d2f7..., hit@8 5 of 6
ranks [1,1,1,1,1,-]. The pin now holds its own known-negative on those bytes:
read with --no-tie-shared-rank the same bundle gives [2,1,1,1,1,-], so the
green assertion names its cause. Consumer cost is a re-run: 425/810 -> 436/832
on the reference corpus, 15/30 -> 26/52 on a five-document folder.
pptx and md measured end to end for the first time, on two hand-built
documents: md recovers 3 of 4 declared headings, pptx segments per slide only
where the converter recognised a title placeholder. A converter attribute leaks
into titles ({#slide-N}, {#sheet-1}) on 2 of 810 K2 files and 1 of 30 on a
five-document folder -- not fixed, because a filename is reduced from its title
and the fix renames concept ids a consumer has cited.
Suite 1486 (1478 before), ruff and mypy --strict clean over 21 files.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
One rule explains every remaining `pdf` miss on the twelve-position reference:
where a document DECLARES headings, Arm D's RECOVERED headings are the whole of
the excess, and every declared one is a unit the reference wants. `--outline-gate`
admits recovery only where the document declares none of its own, plus any one
recovered heading covering OUTLINE_SHARE (0.20) of the text. It is `fold_units`
clause 2's own principle moved from voting to admission, and it filters at
ADMISSION so the text a removed mark opened is carried by the mark above it --
the post-filter form scores identically on all twelve positions and loses that
text, which is why only one of them shipped.
`--outline-gate` and `--drop-wrapped-outline` become the package default, one
decision because neither carries the reference alone: `pdf` 2 of 8 -> 5 of 8
alone, 7 of 8 together; the sheet 5 of 12 -> 10 of 12; `docx` unchanged at 3 of
3. Each keeps an explicit opt-out. The bar the move had to clear was not the
reference: hit@8 on a K2 bundle built with it holds 5 of 6 at ranks 1,1,1,1,1,-,
no row losing rank 1. `--sheet-section-rows --keep-table-heading` reaches 11 of
12 and does NOT ship, because on a bundle built with it row 1 falls rank 1 -> 2.
Cost to a consumer is a re-run: 492 concepts / 944 files -> 425 / 810.
DOCUMENT_PRIOR_EXPONENT makes the document prior sublinear (total/n**0.5). A sum
measures size and a density is diluted by every unit carrying none of the
question, so a document split 1 -> 12 lost its prior by 12. Swept over five
values on 18 rows it is at least as good as the delivered density everywhere and
strictly better on three. Stated plainly: end to end it moved NOT ONE hit@8 row
on any of four bundles, so it did not solve the knot it was adopted for -- what
did is that the `pdf` gain never needed `--sheet-section-rows`.
`--first-span-from-zero` is off and repairs a measured loss found while chasing
one position's 940 characters: 32 of the 32 documents that get a plan leave the
text above their first concept in no segment -- 159 704 characters, 9.18 % of
the corpus, 45 841 from one document. It changes nothing on the reference. Off
because it moves the first span of essentially every bundle with no hit@8 number
behind it yet.
vegnormal-okf FUNN 2: SPEC section 8's own star row parsed as prose, so every
concept behind one was unreachable to the section 9.2 walk. `IndexPolicy.also_reads`
carries it for the SEGMENTED profiles, read-only, after the emitted pattern
misses -- the asymmetry `sources` already has. DEFAULT and STRICT_V1 untouched (O2).
vegnormal-okf FUNN 1: Door C's own outcome was refused at exit 1,
`bundle_id_missing`. `import_bundle` now takes `root_frontmatter_values`,
keyword-only, rendered before any disk mutation, written only when the index is
created -- Door B's mechanism and ordering.
Report: docs/2026-09-09-k3-runde6-outline-gaten-og-prioren.md.
Suite 1478 passed (1449 before), ruff and mypy clean.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3 round 5. Three questions, three answers, and two of them correct a figure
this repository published.
RETRIEVAL FIRST, because it could have reversed a default. hit@8 over the six
questions on BOTH K2 bundles -- Arm B at 629 concepts and the shipped default
at 492 -- is 5 of 6 with ranks 1,1,1,1,1,- on each, so 0 of 6 rows lost. The
order's rule reverses `--unit-fold` at >= 2 of 6; it does not fire, and the
default stands. The gold sets shrink (49->26, 20->17, 43->36, 11->18) while
every rank holds at 1, which is the fold merging concepts rather than removing
a document from the top.
TWO PUBLISHED NUMBERS CORRECTED, both ours. The S7 candidate ranks 96 of 629
and 159 of 492 were measured with the cost vocabulary passed to
`concept_scores` and NOT to `document_scores`, while `build_payload` passes it
to both; scored the way the shipped payload scores it, the same concept is 10
of 629 and 19 of 492. And round 4 attributed its non-delivery to the default
move -- measured here, it is not delivered on the Arm B bundle either, for a
different reason (knapsack eviction at 68 046 bytes of a 120 000 budget, versus
`below_k`). That column had been inherited from round 3's own build, never
re-measured.
`--pdf-headings font-reserve`, OFF, and the hypothesis behind it is falsified
by its own condition rather than by a score: position 7, the one position the
flag exists for, has THREE outline runs, so the reserve is silent there at
every minimum. It changes 0 of 12 cells on the reference and reaches 4 of 39
corpus documents, none of them rated. Built anyway because it was authorised
and because the condition is now measured rather than assumed. The predicate
lives in one place (`propose.heading_reserve_applies`) and the door receives it
as a callable, like `gate`: a plan indexes the exact string it was proposed
against, so a reserve firing on one side only would make every document it
touches a coded rejection.
The `xlsx` re-reading is confirmed on the artifact -- 11 `rule:sheet-section`
units plus 1 `rule:table-block` ingress -- but the number alone makes the cell
worse (distance 1 -> 2), because the criterion counts that ingress as a table
that should have been merged. A hit needs both halves ratified, and the
reference is the operator's.
`--sheet-section-rows` as a default: three cells better and none worse on the
twelve positions, but the K2 control moves -- row 1's gold document splits 1 ->
12 concepts and its best concept ranks 2 instead of 1. Condition not met,
default not moved.
Default build byte-identical before and after (`diff -r`, 30 md files).
Suite 1441 -> 1449; three of the eight were red first.
Report: docs/2026-09-08-k3-runde5-hitat8-og-skriftakse.md
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
A PDF carries no notion of a heading -- a heading in a PDF is a typographic
fact -- so the text stream `pdfplumber` hands the segment proposer has already
thrown away the only evidence there was. The `docx` path never had that problem:
the converter emits ATX headings and `_ATX` cuts on them. Two readers close the
gap, and both are OFF.
`--pdf-headings font` infers a heading from the conjunction this repository
already measured (size above the document's character-weighted body median AND
a bold font name, recall 1.000 / precision 0.846) and emits it as ATX in the
SAME markdown the office path produces, so `_ATX` applies unchanged and no
PDF-only heading grammar exists.
It stays off BY MEASUREMENT, and the measurement is the point of the round:
against the operator's unit worksheet it takes `pdf` from 2 of 8 to 0 of 8,
losing two exact matches. The mechanism of the loss is stated rather than
guessed -- on those documents the outline rule already recovers the document's
own numbered chapters, so a second heading source can only add. Whole-corpus
screen: 25 of 32 `pdf` change, 0 of 5 `docx`, 0 of 2 `xlsx`. The default bundle
is byte-identical before and after this commit (`diff -r`, exit 0).
`--ocr` reads a page as an image when its own text never arrived: empty, or
`(cid:N)` placeholder codes at or above a threshold READ OFF a measured
distribution -- 834 pages over 32 files, 818 at exactly 0.0 and 16 at 0.93 or
above, nothing in between. On the one corpus document with the failure: 95.07 %
cid to 0 %, 44 to 2561 words of four or more letters, 17 to 18 pages with text.
Its engine is an optional dependency group and never a runtime dependency; a
packaging test pins both halves, and without the group every affected file is a
coded rejection (`extractor_ocr_group_missing`) rather than a crash.
Also corrects two stale published facts found while measuring: the README still
said two segmentation rules were on by default after `f6fea13` made it three,
and CLAUDE.md's K2 digest named the round-3 default. The current default is
492 concepts / 944 files, `bdefa679...`.
Report: docs/2026-09-08-k3-runde4-pdf-skrift-og-ocr.md
Co-Authored-By: Claude <claude-opus-5>
The reading direction existed only for someone standing in a clone. `consume`,
`contract_check` and `skill` moved from `tools/` into the package and are
reachable as `okf consume`, `okf check` and `okf skill`; `okf project` is new
and does the whole thing in one command.
The red measurement: a consumption skill generated from a checkout carried 4
lines naming that checkout by absolute path, 2 of them the commands the skill
tells a reader to run. It now names `okf consume` and `okf check`, and a test
asserts this repository appears in it nowhere, with a known-positive so the
zero is a measurement rather than a search that could not find.
The `tools/` files stay as ALIASES, not re-exports: a re-export binds copies of
the names into a second module object, so a caller patching one patches a
binding the implementation never reads. Two tests that monkeypatch okf_consume
went green again only under the alias. Every published reproduction block runs
unchanged.
The template and docs/consumption-contract.md (the section 7.4 known-positive)
are force-included into the wheel from the file they are authored in, so both
travel with the commands that cannot run without them and there is still one
authored copy of each.
Step 0, before any of it: okf build's default gained Arm E (--table-grid),
with --no-table-grid as its opt-out. The default moved to D plus F earlier the
same day on Arm F's published 5 of 12 -- a figure measured with Arm E ON.
Without it the fold has no joined table to fold, and the shipped default scored
2 of 12 with docx 0 of 3. Measured on the operator's folder: 30 md / 15
concepts on the new default against 43 / 28 without Arm E.
Install measurement from a fresh uv tool install, empty folder, this repository
nowhere on PYTHONPATH: 5 documents in, 15 concepts out, 0 references to tools/
in the generated skill, okf check conformant (15 rules, 0 findings).
Deviation stated rather than hidden: the order asked that
tests/test_okf_consume.py be left untouched. Two assertions in it read a PATH,
which is the one thing this work changes. Both were moved and the second made
stronger -- it now asserts every command the README recipe names is a
subcommand the CLI registers, which a file existing on disk never proved.
Suite 1414 -> 1427. ruff clean, mypy --strict clean over 21 files.
Record: docs/2026-09-08-o5-okf-project.md
Co-Authored-By: Claude <claude-opus-5>
The default move landed in the previous commit; this is the number it costs a
consumer, measured rather than predicted. `okf build` with no flag over the
43-document reference corpus now yields 517 concepts in 969 files, content
digest `42c8646d...`, `merged + coded rejections = 43 = N`, 817.6 s. The
delivered 2026-09-03 bundle (629 concepts, 1108 files, `9cd74519...`) is
unchanged on disk and reproducing it needs `--outline-run 0 --no-unit-fold`
AND the stamp it was built with -- "the opt-out flags" alone is true and
incomplete, so the report says both.
README and CLAUDE.md now state which two rules are on, what each opt-out is,
and that the proposer's own defaults did not move. One CLAUDE.md sentence was
false as of the move ("a no-flag build stays byte-identical") and is corrected
in place rather than deleted: adding a flag still leaves the default
byte-identical; moving it does not, which is why it took an operator decision.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
K3 round 3, order 20260908T170037Z-3622420612-from-.claude, plus the PM
injection of 17:55Z carrying the operator's D3 answer.
TWO NEW RULES, both OFF by default.
`--sheet-section-rows` cuts an open table block at the rows that label its
sections: a RUN of at least three rows whose first cell is a bare numeric
label. It is the first rule here that opens a span INSIDE a table, and the
opposite direction from Arm E -- that arm decides how far a block extends,
this decides where it is cut inside. The spreadsheet is the one file type no
arm had ever moved: 1 concept -> 12 on the priced sheet, of which 11 are the
reference's 11 cost groups. The run guard buys exactly three candidates on the
corpus (the rows stating a computation basis), and each section carries its
own `source_sheet` + `source_rows`, verified on the artifact.
`--drop-wrapped-outline` declines an outline candidate whose line continues
onto the next one. Round 2 falsified the LENGTH axis on this case; this one is
not about size. Over the 12-document sample it separates 8 of 34 candidates --
the quoted regulation paragraphs and the risk-table rows -- and none of the 26
the operator kept. Position 4: 4 concepts -> 1, the reference. The cell is
`treffer` by count and lossy by bytes, and the report says so.
Whole corpus, one cached extraction: 1 of 39 documents changes under the first
rule (0 of 32 pdf, 0 of 5 docx), 5 of 39 under the second (all pdf). Arm B and
F2 are byte-identical against a frozen c3b645b, both halves by `diff -r`.
THE `okf build` DEFAULT MOVED, and this is the operator's decision executed,
not a side effect: no flag now means `--outline-run 3 --unit-fold`. Each arm
keeps an explicit opt-out (`--outline-run 0`, `--no-unit-fold`) and the pair
reproduces the pre-move bytes exactly. The proposer's own defaults do NOT
move: they are what the goldens and every published reproduction block are
pinned to, so the two layers now disagree on purpose and `cli.py` says where.
Two shipped expectations moved with it and both are stated in place. MEASURED
AND REPORTED BACK: the configuration made default scores 2 of 12 on the unit
worksheet, `docx` 0 of 3 -- Arm F's published 5 of 12 was measured with
`--table-grid` ON, and without it the fold has no joined table to fold.
Position 1 is declined for the second round on the axis the order named: 3 of
3 recovered chapters have body under them, so "heading-on-heading" separates 0
of 3.
The K2 ranking control round 2 could not measure: two bundles from frozen
c3b645b differing only in `--keep-table-heading`, 2 of 1108 files apart. The
priced concept ranks 96 of 629 in BOTH and is delivered at rank 10 in both, so
the flag buys 35 payload bytes and zero rank positions. Round 2's prediction
is falsified: the concept's NAME was already restored by the orphan-name
inheritance; the flag adds the heading LINE.
The stale S7 literal is restated where it stood (`c759a657...`, 171 614 B,
re-measured on this HEAD), so the next order cannot inherit the superseded one.
1397 -> 1414 tests. Report: docs/2026-09-08-k3-runde3-per-filtype.md.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
