a59184bfixed a hard-block that reached every emoji-composed document, and llm-ingestion-okf was told so -- while the fix sat untagged on main. A consumer cannot pin what has no tag, so the notice was a promise the repo had not kept. SURFACES MOVED (the eight the 0.5.0 sweep established, plus the ninth verified) pyproject.toml 0.6.0 -> 0.6.1 __init__.py 0.6.0 -> 0.6.1 CHANGELOG.md [0.6.1] entry, [Unreleased] reset to "Nothing yet." README.md badge, install tag @v0.6.1 docs/ADOPTION-BRIEF.md `v0.6.0` x2, and 727 -> 736 passing CLAUDE.md one clause: ZWJ judged by context, not identity SECURITY.md `0.6.x` -- still true at 0.6.1, verified, not moved docs/BRIEF.md `v0.6 (alpha)` -- likewise README.md:36 `v0.6`, alpha -- likewise forge description re-verified THIS release: 178 codepoints, no version claim. Not inherited from 0.6.0's check. PATCH, NOT MINOR -- and it was asked, not assumed.6bcb898made "loosens the upload door" the criterion for minor, and this loosens it too, so the reading was put to the operator with the count rather than settled quietly. 0.6.0 was a policy choice (`<base>` left the active name set by decision); this restores a contract the module already published, against a class never meant to be blocked. Measured loosening: 1 document of 1126 across the three FP populations (reference-corpus 1/389, vendor-harvest 0/187, generated-notes 0/550), against 0.6.0's 25 + 2 + 2. Operator chose patch. VERIFIED ON THE BUMPED TREE, NOT THE PRE-BUMP ONE 736 passed; coverage 128/128 recall, 6/6 documented gaps hold `git grep '0\.6\.0'` returns provenance only -- LIMITATIONS history, the census script, source docstrings, tests, README's pre-0.6.0 numbers docs/LIMITATIONS.md: 34 items, README says 34 __version__ and pyproject agree at 0.6.1 no tracked file carries a stale current-state version or test count The sweep tool itself was wrong first: `git grep -E '\b727\b'` returns nothing, because POSIX ERE has no `\b`. An empty result read as "clean" when the claim was there. Every sweep above is plain `git grep`. Still to prove before this is announced: a scratch-venv install at the tag with the resolved version asserted -- the README line above is only true once v0.6.1 resolves.
45 KiB
Changelog
All notable changes to this project will be documented in this file.
The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.
[Unreleased]
Nothing yet.
[0.6.1] — 2026-08-11
Fixed — the zero-width check tested identity, so emoji-composed documents were hard-blocked
_ZERO_WIDTH (sanitize, input) and _ZERO_WIDTH_CPS (output,
_scan_invisible_carriers) tested U+200D on codepoint membership alone.
disposition._CARRIER_LABELS grades a carrier as any-tier fail_secure with no
appeal, so any first-party document containing a ZWJ-composed emoji —
professions, families, skin tones, flag variants — was blocked permanently, with
no preset able to release it. Reported by ms-ai-architect, confirmed here
against the code.
The worse half was not in the report: sanitize removed the joiner, silently decomposing one emoji into two unrelated ones. A module whose published contract is "only ever removes carriers" was corrupting content.
The fix is the shape our own lexicon row unicode:zero-width-in-word
(\w[ZW]\w) already used — judge the joiner by context, not identity. A ZWJ
is exempt only when both neighbours are emoji-context codepoints. Half-context
is not context, so a<ZWJ>😀 stays a carrier and an attacker cannot buy
exemption with a single trailing emoji.
Blocks, not an emoji table. Measured against Unicode 17.0's
emoji-zwj-sequences.txt: 1614 RGI sequences use 122 distinct codepoints
adjacent to a ZWJ, and five block ranges cover 122/122. The measurement earned
its keep — the hand-reasoned candidate table missed U+2194, U+2195 and U+2B1B.
Shipping the RGI list itself would be exact the day it landed and stale at the
next Unicode release, reopening this false positive for every new emoji; whole
blocks carry the unassigned headroom (458 Cn codepoints) that future emoji are
allocated into, so the table does not age. The predicate is defined once in
sanitize and imported by output; a cross-surface test asserts the two halves
agree on six inputs.
Known behaviour change
Documents whose only finding was an emoji-context ZWJ now persist unattended.
On PRESET_USER_UPLOAD they move from fail_secure to WARN. Measured across
the three false-positive populations at one corpus state: 1 document of 1126
(reference-corpus 1/389, vendor-harvest 0/187, generated-notes 0/550). This is a
loosening of the upload door, not of detection — recall is unchanged at 128/128
demonstrated classes with 6/6 documented gaps holding, and a ZWJ anywhere else,
including between a word character and an emoji, is graded exactly as before.
Patch, not minor. 0.6.0 called itself minor for loosening the same door, but
that was a policy choice — <base> left the active name set by decision. This
one restores a contract the module already published, against a class that was
never meant to be blocked. A fix whose observable effect is the point of the fix
is what the patch level is for.
Residuals — both documented (docs/LIMITATIONS.md, 33 → 34 items)
- A ZWJ between two emoji is now exempt, so it can carry a narrowband covert channel: one emoji per bit, and it cannot split a word. A deliberate narrowing, stated rather than hidden.
- U+200C (ZWNJ) still has no context test. It is orthographically required in Persian, Arabic and Devanagari, so those documents stay hard-blocked. The criterion has to be script-based rather than pictographic, and no corpus is here to verify one against — parked as a known false-positive class rather than guessed at.
736 tests pass (was 727).
[0.6.0] — 2026-08-11
Changed — active:raw-html stops firing on two things that carry no affordance
is_active_tag had two over-reaching branches, both measured on consumer corpora
rather than argued from the code:
- The URL-attribute branch was a presence test. Any element carrying
href=,src=,action=… graded HIGH regardless of where the URL pointed. An MDX<Card href="/en/agent-sdk/quickstart">— an internal doc route — reaches no attacker-controlled host, and neither does Azure APIM policy XML's<set-header>. The branch now requires an external target (absolute scheme or protocol-relative), the rule the markdown paths have applied since 0.3.1. <base>left the active name set. HTML's<base>has its entire affordance in itshref, which the URL-attribute branch still catches. APIM's attribute-less<base />means "run the inherited policy" and is inert in every renderer.
Measured before and after in one session, against one corpus state — the two wiki corpora are living, so a before/after split across sessions would mix this change with re-harvest drift:
| population | n | before | after | ceiling (raw-HTML off) |
|---|---|---|---|---|
| reference-corpus | 389 | 133 | 108 | 107 |
| vendor-harvest | 187 | 100 | 98 | 62 |
| generated-notes | 550 | 90 | 88 | 49 |
96% of the achievable reduction in reference-corpus, 5% in the two wiki corpora:
the over-reach was nearly the whole raw-html cost in APIM policy XML and nearly none
of it in vendor documentation, where what remains is real HTML — <a> 298, <frame>
94, <img> 63 — caught correctly by the name branch.
The two classes had to be measured together. Alone they free 3 and 13 documents
in reference-corpus; together, 25. A document carrying one usually carries the other,
so closing either alone leaves it blocked by its twin. docs/rawhtml-census.py now
carries a PRODUCTION row that re-measures the shipped predicate instead of a
hypothetical, so a doc number and the code cannot drift apart unnoticed.
Known behaviour change
Documents whose only finding was one of these two classes now persist unattended.
On PRESET_USER_UPLOAD they move from fail_secure / quarantine_review to WARN
— 25 documents in the reference corpus, 2 in each wiki corpus. This is a deliberate
loosening of the upload door, not of detection: recall is unchanged at 128/128
demonstrated classes with 6/6 documented gaps holding, and a tag that is active by
name, carries an on*= handler, or points anywhere external is graded exactly as
before. An element outside the active name set whose only URL attribute is
doc-relative is the whole of what changed.
Fixed — the scanner and the mutator no longer share one predicate
neutralize imported is_active_tag from active_content by name, so narrowing the
scanner would have silently narrowed the opt-in mutator as well — and no test in
the suite discriminated the two halves: every neutralize:raw-html payload stayed
active under each narrowing considered. The predicates are now separate symbols,
is_active_tag (scanner, external-target rule) and is_defangable_tag (mutator,
unchanged broad behaviour), and the mutator half is pinned by its own test. Over-
defanging costs nothing there — neutralize is opt-in and blocks no disposition —
while under-defanging would hand a human a live construct.
Self-safety (OWASP LLM10)
Reading a URL attribute's value needs a pattern the presence test does not provide.
It reuses the same literal alternation with the value attached, so no new run shape
enters the table, and _REDOS_PAYLOADS gains a row (active-url-attr-value) whose
unit denies the = the pattern requires — a unit supplying it matches at once and
never exercises the run. Measured at 100_000 chars: 0.031–0.046s across five attack
shapes, against the suite's 2.0s bound. A gap between the two patterns fails secure:
an attribute seen by the presence test but unreadable by the value parser counts as
external, so it over-blocks rather than under-blocks.
727 tests pass (was 717).
[0.5.0] — 2026-08-11
Added — the axis separation: assessment (Risk) vs action (Disposition)
Additive, and measured to be so. Every disposition 0.4.0 rendered is rendered identically: the full suite went 703 → 715 with no test changed, the coverage matrix holds at 128/128 recall with 6/6 documented gaps, and the
PRESET_USER_UPLOADgrading table locked in 0.3.1 was re-measured row by row and is unchanged. A caller that never reads the new field sees no difference.
decide and guard returned a Disposition — WARN / QUARANTINE_REVIEW /
FAIL_SECURE — which names an action. But BRIEF design principle 4 says the
library reports and the pipeline decides, and disposition.py admitted the
gap in its own docstring: "It imposes no blocking of its own." So the library
returned an action it cannot enforce, while discarding the judgement that
produced it. A consumer wanting different behaviour had to reinterpret the
action itself, which is why a consumer ends up pinning our grading — the
action was all they got.
Risk— the new assessment axis:NONE/LOW/ELEVATED/SEVERE. It answers how dangerous is this artifact given its source context, and is trust-aware exactly as BRIEF §4.7 describes the domain: the same finding genuinely is a different judgement in authored prose than in a code fence.DispositionResult.assessment— carries that judgement alongside the action. The field is required, with no default:Risk.NONEwould be the natural-looking default and is the wrong one, since a construction site that forgot it would report clean and the axis would fail open.Policy.action_map— an optionalRisk -> Dispositionoverride, so "hold for review where you would block" is a policy statement rather than a reason to pin our grading. Defaults toNone, which meansDEFAULT_ACTION_MAPand keeps an untouchedPolicyhashable as before. A partial map falls back per-level instead of raising.- Both overlays — compound escalation and the quarantine floor — now move the assessment, so a custom action map cannot silently drop them.
- The fail-closed path in
guardpins both axes to their most severe value and deliberately does not route through the action map: a policy that downgradesSEVEREmeans "I accept this class of finding", never "I accept a scanner that crashed on crafted input" (§4.6).
NONE and LOW both map to WARN, which is the point rather than an
oversight: a clean document and one carrying only low-severity findings were a
single indistinguishable value through 0.4.0.
Known limitation recorded (32, was 31)
Severity still carries disposition intent on the detection side — the
separation above is caller-side only. Two places say so outright:
ACTIVE_CONTENT_ORDINARY_SEVERITY = LOW exists because grading an ordinary
external image HIGH fail-secured ordinary uploads, and the quarantine floor
was raised to MEDIUM+ to repair the same regression from the other end.
Closing it changes the grading and so fires a consumer-notification promise;
deferred deliberately. See docs/LIMITATIONS.md.
Measured — what the upload door costs on benign documents (33rd limitation)
Every field measurement this project had published was per URL. None of them
answered the question a consumer actually asks: how often does an ordinary
document cost me a human? Three benign populations were run through
screen_output under PRESET_USER_UPLOAD and counted at document granularity —
98 of 185 vendor-published doc pages (53.0%), 88 of 547 model-written notes
(16.1%), and 133 of 389 first-party reference documents (34.2%) disposed to
something other than WARN.
The number is bad and is published as measured. docs/PLAN-v1.md committed to
that in advance — "et rødt FP-resultat er like verdifullt" — and the response
here is a documented limitation, not a recalibration: moving the grading would
fire a locked consumer-notification promise, and the drivers are residuals this
document already concedes rather than anything newly discovered.
docs/fp-sweep.py— the method, re-runnable, corpus roots as arguments. It refuses to print a pooled total (the populations have different provenance and different denominators) and it aborts if the default action map stops sending exactlyNONEandLOWto WARN, since the published count is a statement about assessed risk and only equals one while that holds.tests/test_corpus.py::test_the_published_fp_metric_is_a_risk_statement— the same equivalence, pinned in the suite. Anaction_mapoverride is a supported feature as of the axis separation above, so without this pin a consumer-facing number could change meaning with nothing failing.
Corrected — 0.3.3 listed two behaviour-change classes and there were three
Sweeping the same population against the v0.3.1 tag a consumer actually pins
(scratch venv, git+file://…@v0.3.1, resolved version asserted) returned 99 of
185 (53.5%) where the current tree returns 98 (53.0%). One document moved, and
chasing it corrects a claim rather than confirming one.
docs-en-fullscreen.txt disposed QUARANTINE_REVIEW at 0.3.1 and WARN now,
because markdown:link-anchor-injection no longer fires on it. Under 0.3.1 that
pattern matched 300 characters of ordinary prose: it opened at a [, ran
across intervening text containing the word execute, and closed at a distant
](…) belonging to a different construct. The 0.3.3 ReDoS fix excluded [ from
the anchor class and ( from the target class, which telescopes the runaway —
and, as a side effect nobody measured at the time, deletes this false-positive
class too.
0.3.3's Known behaviour changes said "None measured" and then named two
exceptions: URLs with a literal ( in the target, and comment bodies with a
literal ( before the keyword. It missed the third: an anchor can no longer span
a [, so a match that used to bridge two separate markdown constructs no longer
forms. The correction is in our favour — one fewer false positive per 185
documents of vendor documentation — but it was a behaviour change presented as
none, and it took a field sweep to find it.
Fixed
-
A retracted number was still living in a test comment.
tests/test_wiring.pycredited a consumer's capture store with 35 of 35 query-carrying URLs. That consumer retracted it the next day and re-measured 28 of 28 on the same 81-URL corpus;docs/LIMITATIONS.mdwas corrected then and the comment was not. Corrected, with the retraction written into the comment so it cannot read as a second, disagreeing measurement. -
Five current-state version claims had never been updated by any release. The 0.4.0 release commit touched three files —
CHANGELOG.md,pyproject.toml,src/llm_ingestion_guard/__init__.py— and deferred the README deliberately, so that the install block would not point at a tag before a clean-venv install had proven it resolved. That proof step never ran, so tagv0.4.0permanently carries a README advertisingv0.3.4. The tag is not moved; the ordering is.Sweeping every tracked file for a version claim, rather than the four surfaces the release checklist named, found four more that no release had ever touched — plus a stale test count:
SECURITY.md— "The project is pre-1.0 (0.2.x, alpha). Only the latest published version receives fixes." The only one with a consequence for an outsider: it named a support window two minor lines behind the code.README.md—**Status:** v0.3, stale since 0.4.0.docs/BRIEF.mdandCLAUDE.md— "v0.2 (alpha)", stale since 0.3.0. The latter also claimed 12 modules wheresrc/has 15.docs/ADOPTION-BRIEF.md— "703 passing", where the suite is at 717.
Every one of them is a current-state claim. Measurement provenance — "New in
v0.4.0", "verified identical on 0.2.0 and 0.3.1", "measured against the v0.3.1 tag" — is left exactly as written, because bumping those would falsify the record rather than update it. From here all current-state surfaces move in the release commit itself and are verified bygit show <sha>before the tag exists, since that is the only check the previous ordering could not perform.Found because
llm-ingestion-okftook our report of this defect class as a hypothesis about their own repo, measured it, found a worse instance, and sent back the generalization: writing down a trap is not the same as applying it.
[0.4.0] — 2026-08-10
Behaviour change, not a pure fix — and that is why this is 0.4.0 and not 0.3.5. The three transform surfaces gain a refusal path they did not have. A caller that passes a document larger than 1 000 000 characters now gets an exception where it previously got a result. Adding a raise to a function that was previously total is breaking under SemVer whatever the measured blast radius turns out to be, so the number follows the change, not the survey.
The measured blast radius, for the record: zero.
linkedin-studiopins an exact tag, so nothing reaches it until it re-pins.llm-ingestion-okfmoved to the range>=0.3,<0.4(theirf536e13), so a 0.3.5 would have landed on them at their next resolve without an action on their part — but they answered our query (20260802T193351Z) with a measured no: zero call sites forsanitize/fence/neutralize/prepare_inputanywhere in theirsrc/. Theirscreen_outputpath reaches onlyscan_output, which truncates and does not raise. Releasing as 0.4.0 puts this outside their ceiling regardless, so they cross it deliberately rather than by resolving.
Added — input-size cap on the transform surfaces (OWASP LLM10)
sanitize, fence and neutralize now raise OversizeInputError above
MAX_INPUT_CHARS (1 000 000) instead of accepting text of any length. Since
sanitize is step 1 of prepare_input and only ever removes, that single
refusal bounds the whole input path.
They reject where the scanners truncate, and the asymmetry is the point:
scan_lexicon/scan_outputreturn findings. Reading a prefix costs detection in the tail and nothing else — a lossy answer, but an answer.sanitize/fence/neutralizereturn content. Truncating would return a shortened document (silent data loss for anything that persists the result) or a transformed prefix followed by an untransformed tail — a bypass, since an attacker chooses where in the document the payload sits.
The invariant the three now keep: returned text is always fully transformed, or not returned at all.
OversizeInputError subclasses ContractViolation, so a pipeline already
bracketing its quarantined stage in except ContractViolation keeps failing
closed. Like its parent it is alert-routable: the message carries the size and
the cap, details names the refusing surface, and neither carries input.
max_input_chars is a per-call parameter, defaulting to the single calibrated
constant.
Added — the last two detection surfaces bound their input too
scan_active_content called directly and okf.link_graph were the two
surfaces still reading attacker-supplied text with no cap. Both truncate and
record, the way the other scanners do:
scan_active_content(text, source, max_scan_chars=MAX_SCAN_CHARS)emits oneactive:oversize-inputfinding (MEDIUM, LLM10) and scans the prefix. Reached throughscan_outputthe text is already under that surface's cap, so the flag is raised once, there —max_scan_charsis now passed down.link_graph(bundle, max_scan_chars=MAX_SCAN_CHARS)caps each body and records(from_id, body_length)in the newLinkGraphResult.truncatedfield. The field is additive with a default, so existing positional construction and attribute access are unaffected.
What truncation costs is named rather than implied: past the cap, "no
finding" means "not looked at". That is precisely what a silent truncation would
hide, and why truncated exists as a field instead of a log line — it is what
separates "no links past here" from "no links read past here".
Recorded in docs/LIMITATIONS.md.
[0.3.4] — 2026-08-01
Denial-of-service fix on the INPUT path. Upgrade from 0.3.3. 0.3.3 swept the 83 lexicon patterns arm by arm and left every other table on 0.3.2's hand-written rows. Generalising the sweep over all eleven regex-bearing modules found three more quadratic patterns — two of them on the input path, one in
sanitize, the first thing every ingested document touches. No disposition changes: recall was measured case by case and nothing was lost. Earlier tags are not moved.
Fixed — three quadratic patterns, two on the input path
Same class as everything 0.3.2 and 0.3.3 fixed: a run in front of a required literal, so crafted input that never supplies the literal makes every start position rescan the tail. Each exponent is read across four doublings, not from a two-point ratio.
| Pattern | Crafted payload | Measured @ 100 000 | Exponent |
|---|---|---|---|
sanitize._HTML_COMMENT_RE |
<!-- × N |
20.1 s | 1.96–2.14 |
active_content.URL_IN_TEXT_RE |
<a + A × N + > |
12.99 s / 14.9 s | 1.87–2.22 |
okf._MD_LINK_RE |
[ × N |
7.1 s | 1.99–2.05 |
These are worse than the 0.3.3 findings, and the reason is a separate finding of
its own: MAX_SCAN_CHARS is applied in scan_lexicon and scan_output only.
sanitize, neutralize, scan_active_content and the okf link graph accept
input of any size, so there is no cap to extrapolate to. Now documented as a
residual in docs/LIMITATIONS.md; extending the cap into the input path changes
the contract for existing callers and is deliberately not done in a ReDoS patch.
Each fix is the one the pattern's own shape allows — the 0.3.3 lesson that a fix choice must not be copied blindly from a neighbouring table:
sanitizedrops the regex for astr.findscan, semantically identical to the lazy<!--.*?-->it replaces. Excluding<from the run would lose every comment containing markup (<!-- <b>x</b> -->is the ordinary case); bounding the run would be a one-line carrier bypass of the exact construct the stripper exists to remove. The module's own "no catastrophic backtracking" comment was wrong in the same wayoutput's was before 0.3.2, and is corrected in place.URL_IN_TEXT_REbounds its scheme run to an RFC 3986 scheme ({0,63}). Bounding is safe here only because this is a defanger applied inside a tag already flaggedactive:raw-html, so padding shifts where the match starts rather than evading detection. A lookbehind killing interior start positions was measured too and rejected: it drops-http://evil.comand.http://x.com, a one-character evasion of the defanger. Bounded, the pattern runs in 0.185 s at the full 1 000 000-char cap.okf._MD_LINK_REexcludes[, matchingactive_content.MD_LINK_REexactly, including the nested-label trade already documented there.
Changed — the sweep covers every regex surface, not one table
docs/redos-sweep.py now sweeps 150 patterns across 11 tables (0.3.3 covered
83 in one). The collector is mechanical on both axes so no one has to remember to
list anything: it walks each module's namespace for compiled patterns, and it
derives each pattern's call mode from the module source, because .sub() and
.finditer() visit every start position where .match() cannot. A pattern
reachable only through a helper parameter gets the worst mode, marked * — the
fallback can over-measure but never miss.
Two arm shapes the generator cannot express are pinned by hand as a result: a tag
that closes around a long body (repeating-unit payloads never close it), and a
run of plain characters carrying no anchor at all. The okf destination run gets
no row on purpose: [^)\s]+ cannot fail, so a pin for it could never go red.
A lexicon candidate flagged at ×2.8 measured linear across four doublings (exponent 0.96–1.03) — the near-noise-floor false flag the script's own docstring warns about, confirmed a second time.
676 tests (+10). Coverage matrix unchanged at 128/128 caught, 6/6 gaps holding.
[0.3.3] — 2026-07-31
Denial-of-service fix, and a correction to 0.3.2. Upgrade from 0.3.2. The sweep 0.3.2 shipped was incomplete, and it said otherwise. Two lexicon patterns were still quadratic — reachable through
scan_output, not only on the input path. No disposition changes: recall was measured case by case and nothing was lost. The v0.3.2 tag is not moved.
Fixed — two quadratic patterns in the lexicon table
8deca93 scoped the remaining ReDoS duty to the lexicon path, and this is that
work: all 83 patterns measured, arm by arm. Two are quadratic, same shape as
everything 0.3.2 fixed — a run in front of a required literal, where the run
may cross the pattern's own opening anchor.
| Pattern (arm) | Crafted unit | Measured | At the 1 000 000-char cap |
|---|---|---|---|
markdown:link-anchor-injection (anchor text) |
[ |
1.91 s @ 8 000 | ~8.3 hours |
markdown:link-anchor-injection (URL run) |
[system]( |
0.006 s @ 8 000 | ~89 seconds |
markdown:link-ref-comment (.* run) |
[//]: # ( |
0.22 s @ 8 000 | ~1.0 hour |
Exponent measured over five points (1 000 → 16 000): 1.98 — quadratic, not exponential. Legitimate content of the same size is unaffected: 0.316 s at N=100 000 (prose 0.316 / html 0.315 / markdown 0.297 / connection-string 0.296).
These were not input-path-only, and that is the correction. scan_lexicon
runs on the output path too, so 0.3.2's "the last quadratic-backtracking site on
the output path" was false when written. Measured through the public gate before
this fix: scan_output("[" * 100_000) took 334.7 s. The claim was too broad
because the sweep behind it drove the [ payload only through
scan_active_content — no row ever drove it through the lexicon. The statement is
corrected in docs/LIMITATIONS.md.
The fix is anchor exclusion, per the rule active_content already documents —
bounding attacker-controlled content would be a one-line detection bypass. The
excluded character is (, not [:
markdown:link-anchor-injection
\[[^\]\[]*(?:system|…)[^\]\[]*\]\([^)(]+\)
markdown:link-ref-comment
\[//\]:\s*#\s*\([^(\n]*(?:ignore|…)
[ was the obvious choice and it was measurably worse. Excluding [ from the
URL run drops [override your rules](https://[::1]/x) — still covered, three
other patterns fire on it — but excluding [ from the link-ref comment run drops
[//]: # (see [x] then ignore this), which no other pattern catches. The
anchors contain ( as well, so excluding ( telescopes just as effectively at
zero measured recall cost. Both forms verified linear (×1.99–2.02 on doubling).
Known behaviour changes
- None measured. Every case that matched before still matches, except URLs
containing a literal
(inside a markdown link target and comment bodies containing a literal(before the keyword. No corpus, showcase, or coverage row moved; 666 tests pass.
Tests
Four rows added. Three name the guilty pattern per arm
(test_crafted_redos_payload_stays_bounded_in_the_lexicon), one covers the
composed gate (test_gate_is_bounded_on_the_payload_the_first_sweep_missed).
Pre-fix they failed at 297 s, 8.1 s, 55 s and 334.7 s.
N is per row deliberately. The URL arm is quadratic with a small constant and
ran 0.9 s unfixed at N=100 000 — under the 2.0 s bound, so that row would have
passed whether or not the pattern was fixed. It is measured at N=300 000 instead,
where crafted (8.10 s) and legitimate (0.926 s) separate 8.8×.
Residual
The sweep flags on timing and ignores measurements below a 1.5 ms noise floor at
N=8 000. An arm hiding just under it could still cost ~23 s at the cap, so what
this supports is "no arm worse than ~23 s", not "no quadratic arm remains".
The blind spot is not hypothetical: a generic-payload pass found only one of the
two patterns. The second appeared only once payloads were synthesised per run
from each pattern's own skeleton. Recorded in docs/LIMITATIONS.md.
[0.3.2] — 2026-07-31
Denial-of-service fix. Upgrade from 0.3.1. The output gate could be made to spend hours on a single call by crafted input it accepts by design. No disposition changes for ordinary documents — the one measured exception is listed under Known behaviour changes below. The v0.3.1 tag is not moved.
Fixed — 19 quadratic regex runs on the output path
scan_output claimed LLM10 self-safety on the grounds that its patterns contain no
nested quantifiers. That is true and it is not the property that matters. A run in
front of a required literal, reachable from a short anchor, is enough: crafted
input repeats the anchor and never supplies the literal, so every start position
rescans the tail. Quadratic, not exponential — and quadratic is sufficient here.
Measured, not argued (Python 3.14, this machine):
| Input | Time through scan_output |
|---|---|
<a: × 100 000 (300 KB) |
458.7 s |
| size-matched ordinary prose | 0.31 s |
| same payload extrapolated to the 1 000 000-char input the gate itself accepts | ~5.7 hours for one call |
max_scan_chars does not mitigate this. It bounds the input; quadratic work on a
bounded input is still hours. That claim was stated in both output.py and
calibration.py and is corrected in both.
The fix is per pattern, not uniform:
active_content+ the lexicon table (15 runs) — exclude the character that opens the pattern's own anchor ([for markdown,<for tags), so a run cannot reach past the next start position and the per-start costs telescope. Verified to cost no recall: long URLs, long alt text, and<inside a quoted attribute all still match. Bounding instead would have been linear too, but wrong here — the content is attacker-controlled, so padding past a bound would be a one-line bypass of the EchoLeak class this table exists to catch.*-connstrsecret egress (4 runs) — bound the password at the newMAX_CONNSTR_VALUE(256) incalibration. The exclusion fix is unavailable: the anchor character is/, and passwords containing/are the common case (measured — they match today).hybrid-xss:script-tag— had neither option, since its run is the script body, which may legitimately contain<. It now matches the opening tag and no longer requires</script>.
Known behaviour changes
Two, both measured against the v0.3.1 tag rather than reasoned about:
- A JWT used as a DB password, over 256 chars, is no longer CRITICAL. The
remaining detections (
entropy:base64-blobHIGH,egress:jwt-tokenMEDIUM) top out below CRITICAL, so the any-tier block is lost: underPRESET_TRUSTED_SOURCEsuch a document moves fromfail_securetoquarantine_review. UnderPRESET_USER_UPLOADit stillfail_secures, and a generic long password still tripsentropy:base64-blobat CRITICAL with no change at all. The credential is never silently missed; on one preset it is held for review instead of halted. hybrid-xss:script-tagnow fires on prose that merely mentions<script>— and this costs no consumer a disposition. Any text containing a literal<script>already producedactive:raw-htmlat HIGH on 0.3.1, so the same document disposed identically before and after. The label is new; the outcome is not. By the same measurement, the fail-open this closed (an unclosed<script>alert(1)) was confined toscan_lexiconcalled on its own — through either composed gate,active:raw-htmlalready caught it.
Both are recorded in docs/LIMITATIONS.md (still 29 items — these replace nothing).
Method note
The defect was found by a composed-gate DoS test that stayed red after every
individual scanner had been made linear; the remaining 813× was the lexicon's six
html-obfuscation patterns. A per-scanner test alone would have shipped it. The
static shape analysis used to find candidates also missed [\s\S]*? in
script-tag — the sweep that matters is measurement, not a regex over regexes.
662 tests pass (was 642), and the suite is faster than before the fix.
[0.3.1] — 2026-07-25
Regression fix. Upgrade from 0.3.0. v0.3.0 made the high-untrust upload path unusable for ordinary documents — measured, not projected.
llm-ingestion-okfprojected the consequence from the 0.3.0 changelog text before the tag was cut; the release went out without the inbox being read. The v0.3.0 tag is not moved.
Fixed — the upload path is usable again without losing EchoLeak detection
Measured on v0.3.0, both doors (screen_output under PRESET_USER_UPLOAD and
okf.import_bundle with origin=EXTERNAL): a document with one ordinary remote
image disposed fail_secure; one ordinary link, autolink or reference definition
disposed quarantine_review. Only documents with no external references persisted.
Two independent defects compounded, and both had to be fixed — either alone leaves
the path blocked:
- Severity graded on construct type instead of URL shape.
markdown-imagewas HIGH for any external image, but the exfiltration primitive is not "an image" — it is a URL that moves bytes to a host the attacker controls.carries nothing. Severity now grades on shape: a URL that only names a remote document (http(s) or protocol-relative, no query, no userinfo, no percent-escapes, no opaque host label or path segment) is LOW; anything that can carry a value keeps the carrier's full severity.raw-htmlanddata:URIs have no ordinary form and stay HIGH unconditionally. Opacity reusesentropy's primitives — decodable base64 (≥20 chars), hex id (≥32), or Shannon entropy ≥4.4 at ≥24 chars — calibrated 2026-07-25 against real documentation URLs (worst legitimate token H=4.08; exfil payload segments 4.36-4.54). New constants live incalibrationwith the rest. - The
quarantine_defaultfloor fired on any finding. It rested on the premise that a finding is the exception; adding the active-content detector in 0.3.0 made every ordinary markdown link a finding, and the floor then held ordinary documents for review. The floor now fires at MEDIUM+. This is a no-op for every detector that shipped before 0.3.0 — the lexicon holds no LOW/INFO pattern and no other detector emits LOW (asserted intests/test_calibration.py) — which is why this is a patch and not a minor.
Unchanged, deliberately: no new public API and no new preset (a middle tier is
0.4.0 work); the allow_reserved=True mode-b default stands — two independent
consumers document it as load-bearing; the gate still never rewrites content.
Added
- False-positive corpus covers ordinary markdown. The 0.3.0 corpus had zero
markdown links or images, asserted only under
PRESET_TRUSTED_SOURCE(where every non-CRITICAL finding WARNs anyway), and drove the input path — soscan_outputstep 6, where active content actually lives, was never reached. That is how a regression this size passed 522 green tests. The corpus now carries realistic documents and asserts them on the output gate under the upload preset, plus a counter-corpus of exfil-shaped URLs (query, base64/hex path segment, percent-encoded payload, opaque subdomain, userinfo) that must still block. - Two new documented gaps in
docs/LIMITATIONS.md, both asserted by the coverage matrix: pure beaconing (a bare-path image on a hostile host still fetches, and the fetch is not graded) and short opaque URL segments (<24 chars, below what entropy can resolve). Percent-escapes counting as data-carrying is recorded there as a known false positive.
[0.3.0] — 2026-07-25
A minor bump, not a patch — deliberately. The changes under Changed alter what an existing caller observes with no code change on their side, so a
>=0.2,<0.3pin stops here rather than absorbing them silently. Re-test that branch before widening the pin. Still alpha: the public API may change again before 1.0.
Changed — observable gate behaviour (re-test before upgrading)
Three commits since v0.2.0 change dispositions for an unchanged caller. Two tighten the gate; one loosens it.
okf.import_bundleno longer path-rejects reserved basenames. At v0.2.0,index.md/log.mdanywhere in a received bundle was an unconditional per-concept hard reject (FAIL_SECURE), andimport_bundletook no keyword for it. The newallow_reservedkeyword defaults toTrueon this mode-b received-bundle path, so those files are scanned — their body is the highest-priority injection surface — rather than refused, and may clear the floor and become mergeable. This is the one loosening change: content a v0.2.0 consumer never saw can now reach it, so a consumer whose tests pin the v0.2.0 reject must re-check, not just bump. A front-end materialising individual uploads must passallow_reserved=Falseto keep the shadow-reject there;validate_concept_pathstill defaults toFalse.- Active content now reaches the disposition engine.
scan_outputstep 6 runsscan_active_content, so markdown images/links, reference definitions, autolinks, raw active HTML anddata:URIs surface asactive:*findings (OWASP LLM05 — the EchoLeak / CVE-2025-32711 class) instead of being admitted withfindings=[]. These carry real severities (zero-click auto-fetch/execute HIGH, click-required MEDIUM), and two MEDIUM+ findings compound-escalate one tier, so a document that passed clean at v0.2.0 can now WARN, quarantine, or fail secure in bothscreen_outputandokf.import_bundle. - Base64-wrapped secrets are now caught as egress. The output gate's
decode-and-rescan feeds decoded base64 plaintext through both the lexicon and the
LLM02 secret-egress detector, so a base64-wrapped credential surfaces as
decoded:egress:*instead of disappearing. Hex-wrapped remains a documented gap (docs/LIMITATIONS.md).
Added — runnable threat-coverage matrix
A single declarative manifest (llm_ingestion_guard.coverage) that proves, in one
place, every vulnerability class the guard stops — and the documented gaps it does
not. Two consumers of the same source of truth:
python -m llm_ingestion_guard.coverage— a narrated matrix (class -> OWASP -> expected -> observed -> verdict); exit 0 iff every caught class is caught and every documented gap holds. Stdlib-only, CI-usable.tests/test_coverage_matrix.py— asserts total recall over the core matrix (carriers, all 83 lexicon patterns, entropy/decode-rescan, active content, the contract asserters, the disposition engine, OKF T1–T7), asserts every documented gap still holds, and guards completeness (every lexicon pattern id, and every OWASP anchor claimed, has a case). Adds the full 25-pattern LLM02 secret-egress set and the container-layer front-end classes (CSV formula-injection, zip-slip, zip-bomb, symlink). +165 tests (357 → 522), no core dependency added.
This is the real-case validation gate ahead of a v1.0 freeze.
Documentation — consumer adoption + README value proposition
docs/ADOPTION-BRIEF.md— a self-contained brief a consumer repo (OKF second-brain / LLM wiki) can plan an inclusion from: the write-time trust-boundary argument, the two bookends + 8-step contract, the shipped OKF adapter (import_bundlemode-b), how to verify (coverage matrix), how to depend (stdlib-only core), and a checklist for when/where to wire it.- README rewritten to lead with the write-time trust-boundary framing, add a
first-class OKF / LLM-wiki support (shipped) section for
import_bundle, a concrete What it protects against catalogue (attack classes grouped by OWASP anchor, driven by the coverage matrix), and correct the test badge (357 → 522). Every claim verified against the code. docs/LIMITATIONS.md— the full honest-limitations list (15 items + the four documented gaps + out-of-scope) moved out of the README, which now carries a high-impact summary + link, so protection and limits read in balance.
[0.2.0] — 2026-07-06
Added — OKF adapter (stream 1)
An OKF (Google Open Knowledge Format v0.1) adapter on top of the
format-agnostic core (llm_ingestion_guard.okf). The core stays text -> findings; the adapter knows OKF structure and routes scannable regions into the
existing machinery. All TDD (failing test first), +61 tests. Verified against the
OKF SPEC.md (2026-07-06). See docs/OKF-INGESTION-BRIEF.md §8.
parse_frontmatter— strict, reject-by-default frontmatter loader; refuses anchors, aliases, explicit tags, merge keys, block scalars and flow collections by construction, so YAML anchor/alias DoS and!!python/objectcoercion cannot occur (not a general YAML parser, by design). (T2)scan_concept— whole-concept scan surface: frontmatter values (incl.description, read first under progressive disclosure),resourceand body all go throughscan_output. (T1)validate_concept_path— path / reserved-name gate: rejects..traversal, absolute paths andindex.md/log.mdshadowing; returns the concept-ID. (T4)validate_resource_url—resourcehttps allowlist: rejects non-https before commit (reject, not defang — the format imposes no scheme constraint itself). (T3)stamp_concept/format_log_entry— provenance stamping: origin × channel → trust × disposition per concept, emitted aslog.mdlines. Trust follows the origin, never the insertion channel. (T6)import_bundle— received-bundle iterator (mode b): validates each concept (path, frontmatter, resource, scan, stamp) independently; one bad concept is rejected fail-secure while the rest are still checked; the aggregate disposition is the most severe. (T7)link_graph/resolve_link/extract_link_targets— in-import cross-link graph: resolves.mdlinks (bundle-absolute or relative) to concept-IDs, flags dangling links (the §7.2 dormant-injection signal) and rejects dangerous-scheme or bundle-escaping targets. (T5a)
Deferred
- Cross-run persisted link graph (T5b) — catching a link planted in one run whose poisoned target is written in a later run (§7.2) needs durable graph state whose storage/ownership depends on the consuming pipeline. Deferred to the consumer-wiring stream; cross-run dormant links remain a documented residual risk (README honest-limitations).
[0.1.0] — 2026-07-06 (alpha)
The stdlib-only core, built test-first (TDD) per docs/PLAN.md. Tagged v0.1.0.
Added
report— sharedFinding/Report/Severity/Sourcetypes.sanitize— carrier stripping (zero-width, BIDI, Unicode-tag, HTML comment,data:); byte-identical on clean input.entropy— Shannon / base64-like / hex-blob detection; base64 decode-and-rescan.lexicon— JSON pattern data + loader; raw/normalized/homoglyph/rot13 variants; ReDoS-bounded, size-capped.fence— randomized per-call spotlight delimiter; attacker marker-strip.neutralize— opt-in defang of active-content output (byte-identical when clean).output— compose lexicon + entropy + decode-rescan over emitted text; secret egress patterns (OWASP LLM02); report-only, never mutates.disposition— WARN | QUARANTINE_REVIEW | FAIL_SECURE under a source-trust policy; compound-signal escalation; fail-closed when the scanner errors.contract— write-time asserters that raise:assert_tool_less,assert_credential_allowlist,scoped_env.grounding— theSourceGroundingCheckseam for semantic poisoning (interface only;[judge]implementation plugs in behind an extra).- Top-level wiring — the
prepare_input/screen_output§6 bookends plus the full public surface; end-to-end showcase and adversarial + false-positive corpora.
Security
Pre-release hardening from an independent adversarial review (all TDD, failing test first):
entropy— decode-and-rescan now runs before false-positive suppression, so an injection blob prefixed with an SRI/media marker (to dodge the entropy finding) is still decoded and rescanned by the lexicon. Suppression gates only the entropy finding, never the decode.output— the invisible-carrier invariant now holds on the persist gate:scan_outputflags zero-width / BIDI presence (output:zero-width-present,output:bidi-present) anddispositiontreats those pluslexicon:unicode-tags-presentas any-tier carriers, so a carrier in model output fails secure even under a trusted policy.contract—assert_credential_allowlistcatches a bare<PROVIDER>_KEY(e.g.STRIPE_KEY); the previous regex silently missed it (fail-open). The rule is deliberately broad (also flagsPARTITION_KEY/SORT_KEYas loud, allowlistable false positives) — fail-loud beats fail-silent for isolation.disposition—guardrunsdecideinside its guarded block, so a malformed report can no longer escape the fail-closed guarantee.output— secret-egress placeholder suppression anchors word markers (example,todo, …) to a word boundary, so a real secret that merely contains such a word is no longer suppressed (fail-open egress miss closed).