Commit Graph
460 Commits
Author SHA1 Message Date
Marius CiepluchandClaude Opus 5 73e9c1fed6 measure(m3): two languages in a repository defeat completion, and so defeat admission
No PHP question is ever marked completed, and PHP was never the variable. partitions.py raises
cross_partition_semantics_unresolved whenever more than one language partition exists, that reason
is a member of GRAPH_INTEGRITY_GAPS, and a graph-integrity gap demotes every completed outcome in
the scan. Admission requires a completed outcome.

The evidence is one column wide. NodeGoat is JavaScript alone and completes 299 of 299. VAmPI is
Python alone and completes 35 of 35. PMPro is PHP with 36 regions of bundled JavaScript and
completes 0 of 127 and 0 of 520 while establishing 19 and 43 findings. NodeGoat own degradation,
vendor_semantics_unresolved, is a DECLARED exclusion rather than an integrity gap, which is exactly
why it does not demote.

This lands on the declared v0.1 target. A WordPress plugin is PHP plus its admin JavaScript, so
every one of them is multi-language, so on the target this tool was built for it can detect defects
and never admit one. Neither subject that currently passes could reveal it, which is why a census
across a third subject was worth running.

Recording the boundary is right: a flow from PHP into JavaScript is semantics the partitioned graph
cannot follow. Demoting every question is not, including one wholly inside a single PHP file. Task
12.3 already fixed this bug class one level down by making a gap question-owned so it could not
block another question comparison; the same principle applies to a partition boundary. Reclassifying
the reason as a declared exclusion is explicitly the wrong fix, because that would claim
cross-language flows are out of scope when they are unresolved.

Task 13.4 rewritten with the diagnosis, and the milestone amendment now ranks it with M2 rather
than behind it: a narrow JavaScript-only release can proceed without it, the WordPress target
cannot proceed at all.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-21 10:57:19 +02:00
Marius CiepluchandClaude Opus 5 6bd6e3531e test(m3): let the transfer replay take a region budget
The replay hardcoded 500 regions, which on a 673-file PHP plugin asks 2,526 questions and fits no
ceiling this project sets. The budget is now an argument, defaulting to 500 so every earlier
measurement keeps its shape.

It bounds the RUN, never the repository: the artifact census still reports what was left
unexamined, and a bounded population establishes transfer rather than coverage. Task 13.3.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-21 10:55:22 +02:00
Marius CiepluchandClaude Opus 5 5b7288aa58 spec(pre-push-safety-net): amend the sequence and declare the shippable scope
Four decisions, recorded after the family detection census and the PHP correction. They change
sequence and declared scope; they change no acceptance threshold and no owner boundary.

Close M3 at a scale whose questions complete, before anything else. The not-established PHP record
came from two instrument defects rather than from the analyser, and bounded to 25 and 100 regions
PMPro completes with no timeout and establishes a true-positive SQL injection. Tasks 13.3 and 13.4
carry the replay and the question-completion gap, the second because admission reads outcomes and
M4 measures completion at 95 percent.

Reserve the untouched M4 population now, in parallel. M4 already permits preparation before the
frozen candidate exists and it is the longest lead-time item on the path. Task 15.1.

M2 is the only engineering item left and cannot be scoped away: a changed-code transaction spends
its whole budget in the build, and meeting the latency gate by analysing less is explicitly not
the same result.

Declare the v1 advisory scope as the families whose claims can be ADMITTED, which requires the
entailed rung: injection, untrusted destination and configuration. Access control is excluded
because on an application that splits route from data access the obligation is carried and a
carried obligation corroborates by design, so the family would ship as silence. Task 15.2.

The risk the amendment does not remove is stated with it: every number so far comes from subjects
used to build the analyser, one week of examining two of them surfaced seven false positives, and
the first independent evaluation should be expected to fail.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-21 10:41:25 +02:00
Marius CiepluchandClaude Opus 5 1f51c82b51 fix(census): stop hiding findings behind a question-outcome count, and correct the PHP record
PHP is not silent. Paid Memberships Pro establishes findings, including a true positive, and
this project's own instrument is why it looked otherwise.

The census harness ordered its verdict on completion before findings, so a family with eighteen
findings and no completed question reported "asked but no question completed". Findings are now
checked first: a question-outcome count is bookkeeping and cannot hide the thing being censused.
NodeGoat and VAmPI were never affected, because they complete every question and their verdicts
reached the findings check. The scan summary now also carries the total findings and the outcome
status counts, so the two numbers can be seen disagreeing instead of one silently winning.

The second mistake was mine rather than the harness's: only the 500-region runs had been looked
at, which are the ones that time out.

What PHP actually detects on PMPro. At 25 regions, 19 findings in seven minutes with no timeout;
at 100 regions, 43 findings in twelve minutes with no timeout. Among them adminpages/
discountcodes.php:749, where sanitize_text_field($_REQUEST["s"]) reaches
$wpdb->get_results($sqlQuery, OBJECT) through `$sqlQuery .= "WHERE code LIKE '%$s%' "` with no
prepare. That is the class of CVE-2023-23488, which php.toml's own comment names as the reason
those WordPress sanitizers are kept out of the sanitizer list. The prediction and the measurement
agree.

The precision cost beside it is measured too: output encoding reports eighteen findings at 25
regions and the three sampled are all properly escaped, two with esc_attr and one coerced with
intval. Those escapers are absent from a sanitizer list that is flat across families, because
none of them stops SQL injection. Keeping the injection finding costs this family its precision.

The scale limit is roughly one to two seconds per question. 25 and 100 regions complete cleanly;
500 regions asks 2,526 questions, needs more than the 1,800-second ceiling and is killed.

Four things are measured NOT to be the problem: the malformed-CPG bug (fixed in 4.0.625, verified
on the real trigger file), the dataflow overlay (42 s on the full 637-file graph), the engine
version (4.0.625 and 4.0.631 indistinguishable), and the bundled Stripe, Braintree and Twocheckout
SDKs under includes/lib that the vendored list does not cover -- that was my hypothesis for the
cost and the overlay measures 42 s with them and 37 s without, so it is refuted.

What remains is bookkeeping, not detection: questions_completed is zero in every PHP run including
the ones that find things, with cross_partition_semantics_unresolved and
partition_file_census_incomplete present throughout. The admission policy reads those outcomes.

1,417 tests pass, eighteen skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 19:22:04 +02:00
Marius CiepluchandClaude Opus 5 99abe12062 measure(php): quantify what remains once the malformed-CPG bug is excluded
The graph bug is fixed and was never what these runs were hitting. joernio/joern#6281, this
project's own report, is a PHP `global` inside a closure giving a node two AST parents, which made
the dataflow overlay throw and cost the whole graph. Filed against 4.0.623, fixed by #6270 in
v4.0.625, which the image has pinned since before any measurement recorded under task 13.2.
Verified today on the real trigger rather than a transcription of the repro, which does not
reproduce: PMPro's includes/fields.php builds and applies the default overlays cleanly on 4.0.625
and on 4.0.631, files=2 methods=158, no ReachingDefPass assertion.

What remains is runtime. A taint batch of 2,526 questions over the 673-file checkout does not
complete in thirty minutes. Raising the query ceiling six-fold, from 300 to 1,800 seconds, changed
nothing but how long the failure took: query time went from 363 s to 1,874 s, and zero questions
completed in both. The eight-way split retry did not rescue it either, finishing its parts in
about three minutes against a deadline with 3,300 seconds still on it, which is worth its own
look.

The engine pin stays at 4.0.625. An image on 4.0.631, today's release, was built and measured and
is indistinguishable on this subject: 627.7 s against 619.1 s, 363.4 s against 367.3 s of query
time, zero completed in both. There is no demonstrated benefit to weigh against re-verifying every
JavaScript and Python measurement on a new engine. Should that change, the bump is three values
rather than a port: the upstream AstGenRunner.scala is byte-identical in 4.0.631 and its patch
anchor still appears exactly once, so only the jar path, the jar checksum and the source URL tag
move. Both are recorded.

Also closes task 14.5. Neither prototype pollution nor deserialization has a subject that can
answer, each for its own reason. Deserialization's mechanism exists on exactly one available
subject and that subject cannot be queried at all. Prototype pollution has no available subject
containing the mechanism, so its ability to answer is established on a control instead.

1,417 tests pass, eighteen skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 18:13:25 +02:00
Marius CiepluchandClaude Opus 5 2c5fba55ef fix(semantic-facts): reach the deserialization form WordPress actually writes
Across four WordPress plugins and 1,164 PHP files there is exactly one deserialization site, and
it is spelled maybe_unserialize. The bare token never reached it, and correctly so: the sink
matcher is word-bounded and the character before unserialize inside maybe_unserialize is a word
character. A token a repository never spells is a family that can never answer, which is what the
2026-09-19 census recorded for this one. maybe_unserialize is a real entry point rather than a
safe wrapper: it calls unserialize whenever the string looks serialized.

Also adds the prototype control. That family had never established anything on any subject, and
its only census report was the word `set` inside a comment. No repository available to this
project contains the mechanism: the only first-party matches on the Node subject are
app.set("view engine", "html") and its sibling, Express settings whose arguments are literals. So
the control demonstrates what the family can do, on a merge of the request body into an object,
and asserts the Express setting is not reported alongside it.

Corrects the PHP record under task 13.2. joernio/joern#6281, this project's own report, is a PHP
`global` inside a closure producing a node with two AST parents, which made the dataflow overlay
throw and cost the whole graph. It was filed against 4.0.623 and fixed by #6270 in v4.0.625,
which the image has pinned since before any measurement recorded here. Verified today on the real
trigger rather than on a transcription of the repro: PMPro's includes/fields.php, the file the
original bisection found, builds and applies the default overlays cleanly on 4.0.625 and on
4.0.631 alike. What remains under that task is a runtime failure and must not be re-diagnosed as
the graph bug.

1,417 tests pass, eighteen skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 18:09:57 +02:00
Marius CiepluchandClaude Opus 5 3bd844055c fix(config): report every permissive setting in a file, not the first one
NodeGoat's server.js configures a permissive session at line 78 and disables template
auto-escaping at line 135, both inside the same function. The arbiter returned one verdict per
question, so the escaping defect that task 14.3 added was detected on every run and reported on
none: which of two real defects a contributor saw depended on where in the file it sat.

Configuration now returns one verdict per setting whose value the model could read. The pipeline
already emitted one finding per entailed answer, so this arbiter was the only place still folding
them to one.

Three boundaries are drawn rather than assumed.

- A setting whose value is COMPUTED stays one verdict per region. That band is a question for the
  judge rather than a finding, and returning every undecided setting would multiply model calls
  for claims the graph did not establish.
- A call carrying two permissive literals is one finding. cors({origin: true, credentials: true})
  is one misconfiguration, not two.
- Config verdicts now carry a path:line:function location. Without one they shared the region's
  identity and the deduplicator kept a single finding, so the plural answer collapsed straight
  back to one. That is the same gap dominance carried until its findings stopped arriving with no
  line at all.

Dominance is left answering once per region, and that is settled rather than pending: its claim is
that a region contradicts itself, so the region is the unit and a second verdict would restate the
same inconsistency. The pipeline now says so where it used to call this a known gap.

Measured: NodeGoat's config_secrets goes from one finding to two, server.js:78 for the session and
server.js:135 for the disabled escaping, with the applied marked.setOptions fix between them
staying silent. VAmPI is unchanged and no other family moved.

1,417 tests pass, seventeen skipped; thirteen Joern-gated query tests pass in the image.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 16:30:04 +02:00
Marius CiepluchandClaude Opus 5 e6bdac46e2 fix(access-control): decide the sibling scope, and see identity a destructuring spelled away
Two of NodeGoat's three corroborated claims were correct code. `const { userId } = req.session`
lowers to a temporary and then a field read, so nothing in the graph spells session.userId by the
time the value reaches dao.getByUserId(userId, ...), and the constraint the handler really applies
was invisible.

The arbiter now walks back three hops over the method's own assignments from the names the
operation is GIVEN, and req.session joins the identity sources. The token is only safe because of
that requirement: what discharges an object-level obligation is that the value passed to the
operation comes from the authenticated context, not that a session is mentioned nearby. A handler
that reads the session for logging and keys its query on a path parameter is the bug this family
exists for, and it stays unguarded.

Two exclusions the measurement forced, each caught by a page whose whole purpose is the leak it
demonstrates.

- A callback is not a constraint. Taking identifiers from the whole argument subtree credited
  NodeGoat's memo listing with a discharge, because memosDAO.getAllMemos((err, docs) => ... userId
  ...) reads every memo in the collection and only RENDERS the session's user. Method references
  are excluded from the argument names.
- An assignment is not a dominating guard. The session read dominates the query, so that clause
  credited it instead and the memo listing went quiet again. An assignment is a read of the
  authenticated context, not a check applied to it, so operator calls are excluded there -- the
  same exclusion the sink matcher needed. The leak stays reported.

On NodeGoat displayContributions and displayProfile go silent, the allocations insecure direct
object reference, both benefits pages and the memo listing stay, and the login and signup handlers
become honestly unguarded rather than accidentally cleared by a callback's text. Six corroborated
where there were seven, and a better six. VAmPI is unchanged at two entailed findings.

The sibling scope is decided by measurement and kept at the file. On NodeGoat the region's own
file entails two handlers, both public routes and both false, and no true defect at all. Every
handler in the application entails six: four true, and the same two public routes. Both scopes
carry the same false positives, because neither can tell a public route from a protected one --
a semantic question that is already the corroborated band's residual. With the carried rung capped
the scope changes no verdict, only the witness, so widening it would buy a repository-wide walk
per question and no precision. A public-route discriminator would change that; the file scope is
not what holds this family back.

1,415 tests pass, sixteen skipped; thirteen Joern-gated query tests pass in the image.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 15:16:03 +02:00
Marius CiepluchandClaude Opus 5 c0427e6ceb feat(access-control): model the collection read, by argument shape rather than by name
NodeGoat's documented insecure direct object reference reads with
allocationsCol.find(searchCriteria()), and `find` was absent from an operation table holding
findOne, findById, findAll and findByPk. The obligation was missing at the commonest read there
is, so that defect raised nothing at any point in the pipeline.

It was absent for a good reason, and the reason is the argument, not the name. Measured on
wp-statistics, a WordPress plugin that ships jQuery: its assets hold 88 calls named find, of
which 70 pass a jQuery selector, 13 pass a predicate to Array.prototype.find and 5 pass a
selector built at run time by a template literal or a concatenation. None is a collection read.

So the obligation is claimed only where the first argument has the shape of a query document.
The operation fact states which argument with query_document_arg, and the arbiter that can see
argument shapes decides it: no arguments at all, an object literal, or a builder call are
claimed; a method reference, a literal, an operator call and a bare identifier are not. Each
exclusion is one of the measured classes above rather than a guess.

Zero of those 88 calls became an obligated operation, and the zero is measured rather than
empty: the same run's census reports 60 files and 4,552 methods, and the files holding those
calls are in it.

On NodeGoat all three find calls are collection reads and all three are claimed, which raises
the obligation at four more handlers -- the allocations handler that takes userId from req.params
on an authenticated route, the benefits pages whose isAdmin guard is commented out in the route
table, and the memo listing. Seven of fifteen handlers now reach a verdict, all corroborated,
none reported without a judge, and the census is unchanged on both subjects.

A bare identifier is deliberately not claimed: col.find(query) and arr.find(pred) are the same
shape and neither repository measured holds one, so this is a stated false negative rather than
an unmeasured false-positive risk.

1,415 tests pass, sixteen skipped; twelve Joern-gated query tests pass in the image.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 12:10:27 +02:00
Marius CiepluchandClaude Opus 5 102a21fc4e feat(access-control): carry the obligation across the route-and-DAO split
The census measured this family completing 35 questions on NodeGoat with no obligation raised
anywhere: every modelled data operation lives in app/data/*-dao.js, none in a route handler
file, and operations were scoped to the region's own file. The family had nothing to be right or
wrong about.

The obligation now follows the one named call the handler writes, out of the region's file and
no further. How it is followed is the point. jssrc2cpg does not resolve
allocationsDAO.getByUserIdAndThreshold(...) to the DAO body: the callee is an external stub with
no code. That stub's fullName records where the member was written, so the implementation is
reached by the graph's own provenance rather than by a repository-wide name guess, which is the
false positive the file scope was closed against. A control asserts it: a third module defining
a member of the same name that nothing imports is not attributed.

A row is attributed to the region's DECLARED function, which is what lets a question about
displayAllocations match a graph that holds a <lambda>. A carried row is also checked for a guard
at the CALL, because that is where a handler establishes who is asking. The method holding a
carried operation joins the question's context scope, so the module holding the query cannot
change under a claim that depends on it without the change being attributed. The witness names
both sites and the finding is located at the call, which is the line a contributor changed.

A carried obligation corroborates, it does not entail, and that was measured rather than
assumed. Entailing it reported handleSignup, which looks a user up by name to check the name is
free during registration and is public by design, because two authenticated siblings in the same
file pass req.session.userId into the same module. The entailed rung's justification is that one
FILE contradicts itself, same file and same trust context; carried, the compared operations live
in a data-access module that handlers of different trust contexts share. The corroborated band
already asks the right residual: does this operation require a check, or is the route
legitimately public?

Measured on NodeGoat: 15 handlers asked, obligations raised at zero before and six now, three
reaching a verdict, all corroborated, none reported without a judge. VAmPI unchanged at two
entailed findings, because it keeps handler and query in one file and carries nothing.

What this does not reach is recorded, not implied. NodeGoat's documented insecure direct object
reference still raises nothing, because its module reads with allocationsCol.find(...) and find
is not a modelled operation: Array.prototype.find and jQuery's .find are everywhere, so it needs
an argument-shape discriminator and its own measurement (task 14.8). Two of the three corroborated
claims are correct code whose identity read a destructuring spelled away, and the cross-file
contradiction that would entail the real defect needs a sibling-scope decision (task 14.7).

1,415 tests pass, fifteen skipped; eleven Joern-gated query tests pass in the image.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-20 08:57:32 +02:00
Marius CiepluchandClaude Opus 5 f31ef862a7 fix(output-encoding): ask about the server half, and say what the family cannot decide
The census recorded this family completing 44 questions on a Node application and finding
nothing, which is what a client-only vocabulary must do there: all six declared sinks were DOM
sinks. NodeGoat's cross-site scripting is server-side.

Decision: the family asks about a value reaching a rendering call, and states in its own
declaration that it cannot decide template-mediated escaping. Whether res.render is safe depends
on the engine's autoescape setting and on the template's markup, neither of which is at the
call, so res.render is not a sink and the family's limits field says so. A new CWE-79 sink
covers res.write, res.end, res.send and the response.* spellings; res.json stays out because an
application/json body is not a document.

Template auto-escaping is claimed where its evidence is, as a configuration defect:
swig.setDefaults, nunjucks.configure and marked.setOptions are security settings now.

It establishes a finding: app/routes/research.js:25, model_entailed,
`req.query.url + req.query.symbol -> res.write(body)`. The handler fetches a URL the caller
chooses and writes the response body into a text/html response, so the document served from
this origin is the attacker's. The record states how coarse the step is: the path from url to
body runs through the client's callback parameter, which the graph treats as reachable from the
call's arguments, so the conclusion rests on the call's semantics rather than on what the graph
established. Five of seven families now establish findings.

Four defects were found on the way, three of them false positives this change would otherwise
have shipped.

- The permissive-value set was shared across every setting, while a boolean's polarity belongs
  to the setting: true leaves the door open in cors({origin: true}) and closes it in
  swig.setDefaults({autoescape: true}). Adding the template engines would have reported the fix
  as the defect on the line that offers it. ConfigSpec now carries per-setting values, and
  Jinja2's Environment moved out of Python's shared list for the same latent reason.
- config.sc matched a dotted setting on its trailing segment alone, so marked.setOptions would
  have claimed an editor's setOptions. dominance.sc already required the qualifier.
- taint.sc asked its flow query of every argument including the receiver at index 0. On a
  response sink the receiver is the response object, so res.end() -- which takes no data -- was
  reported exactly like the res.write(body) two lines above it. Flows now use the real
  arguments, as arity already did.
- The arbiter sorted a file's settings by line number as TEXT, so line 126 preceded line 78 and
  which setting a file reported depended on the spelling of its line numbers.

Template escaping disabled at server.js:135 is detected, measured model_entailed against the
real query and the real arbiter, and still not reported: the arbiter returns one verdict per
question and that file has an earlier permissive setting. Task 14.6 carries it rather than
hiding it.

1,415 tests pass, thirteen skipped; nine Joern-gated query tests pass in the image.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-19 20:38:39 +02:00
Marius CiepluchandClaude Opus 5 57f5a3f0dc fix(semantic-facts): give untrusted destination the clients a Node server calls
The family census recorded this family completing 44 questions on NodeGoat, finding the open
redirect, and having no way to ask about the repository's documented SSRF: needle.get on a
query-string URL at app/routes/research.js:16. A thin vocabulary is a silent false negative.

One data change, no query change. The declared set now covers axios, got, needle, request,
superagent, unirest, undici and fetch as bare module tokens, plus http.get, http.request,
https.get and https.request dotted. Bare is the documented call form of each module and covers
its verb methods too, since a token matches word-bounded against the callee and axios is
bounded inside axios.get; axios.get and axios.post are dropped as subsumed rather than
unwanted. http and https stay dotted because their namespace also holds createServer, and a
bare token would have claimed every server a repository starts.

The request is now reported at app/routes/research.js:16, model_entailed, witness
`req.query.url + req.query.symbol -> needle.get(url, ...)`. This family goes from one finding
to two on NodeGoat, every other family is unchanged, and 299 of 299 questions still complete.
Measured on that graph, needle matches exactly one call and the eleven other clients match
none in first-party or vendored code, so NodeGoat shows the gap closing and cannot show those
clients' noise.

A control asserts both halves. A handler calling axios.get with a literal and needle.get with
req.query.url reports the tainted client alone, and it reads the shipped vocabulary rather than
a copy, so removing the client fails it. The CWE-601 redirect entry is untouched: a
Location-header redirect is value-shaped and stays outside what this family asks.

1,411 tests pass, eleven skipped; seven Joern-gated query tests pass in the image.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-19 17:55:31 +02:00
Marius CiepluchandClaude Opus 5 4e2619e248 feat(pre-push-safety-net): census the declared families and fix a sink matched in a comment
Seven vulnerability families are declared and two had been proven. The census asks each of
them, on whole checkouts of NodeGoat and VAmPI, whether it establishes anything at all, and
reports a family that answered and found nothing separately from one that was never asked.

Four establish findings: injection, access_control, config_secrets and untrusted_destination.
Output encoding, path, prototype and deserialization establish nothing on either subject. All
299 NodeGoat and 35 VAmPI questions completed, so the silences are answers.

Three of those silences are diagnosed gaps, not clean code. NodeGoat's documented SSRF calls
needle.get, which the sink vocabulary does not hold. Its XSS is server-rendered, and output
encoding declares only DOM sinks, so no question it can ask could have found it. Its two
access-control defects raise no obligation at all: measured with the real dominance query,
every modelled data operation lives in app/data/*-dao.js and none in a route handler file,
while the family scopes operations to the region's own file. Tasks 14.2 to 14.5 carry each
gap; none is fixed here.

The census also found a false positive and it is fixed. NodeGoat's only prototype report was
the word `set` inside `// set these up in case we have an error case`: the matched node is the
<operator>.assignment holding the entire 1,000-character signup handler, and sinkMatches
searched a node's whole text. It now confines the text clause to the callee and excludes
operator nodes. Fourth instance of this bug class after fgets/gets, resolve/resolveUrl and
user/users. Measured on NodeGoat's non-vendor calls, injection sinks fall 28 to 3, prototype
13 to 2 and untrusted destination 26 to 7, with no true positive lost; req.query had been an
injection sink because `query` is word-bounded inside it. Witnesses now name the sink call
rather than the assignment that contained it.

1,411 tests pass, ten skipped; the six Joern-gated query tests pass in the image, including a
new one that fails on the shape this fixed.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-19 17:39:29 +02:00
Marius CiepluchandClaude Opus 5 770bae0e9e test(m3): record the PHP blocker as open, six hypotheses eliminated
Paused at the maintainer's direction to return to vulnerability work, with the
state recorded rather than left implied.

Measured and eliminated: batch size, since 17,700 requests answer in 44 s with a
2.6 MB response; dataflow cost, 50 execution requests in 24 s; call depth 3 with
parameter sources, 24.7 s for 20 requests; argument length, a 16 KB hook table
against a 128 KB single-argument cap; hook callback resolution, one second of
difference with 233 hooks; and build or sharding, 79 s with no shards. Preparation
measures 273.5 s, which is real but a small share of a 3,600-second case.

Every reproduction of the failing 22,125-request batch outside the push path answers
in under a minute. The difference from the production invocation is not identified,
and the exception itself has still never been read: the backend logged a stack
trace's tail, which is frames, and the corrected extractor reports its head, which
on this engine is JVM startup noise.

Four instrument defects were found and fixed along the way, all of the same shape:
a failure detail that discarded the cause, stages that reported no cost, logging
that was never configured so the new stage lines could not emit, and a harness that
buffers stderr until a case ends.

Node and Python transfer stand. PHP stays unestablished.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-19 13:24:26 +02:00
Marius CiepluchandClaude Opus 5 6089c67bf6 fix(cpg): report the line that names an engine failure, not its frames
Every PHP failure logged `cpg batch taint failed: dure1.java:10)`, which is the
middle of a stack frame and says nothing. A trace puts its exception on the FIRST
line and frames after it, and the backend logged the last 400 characters, so the
cause was discarded and the noise kept. Four investigations were spent on that.

Failures now report the leading non-frame lines, which is where the exception and
its message are, with the frames dropped. A control asserts an OutOfMemoryError
survives while a frame does not, and that a timeout and an empty exit stay
distinguishable.

1,411 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-18 17:58:42 +02:00
Marius CiepluchandClaude Opus 5 dfc29238b5 fix(cli): make the stage log reachable, nothing configured logging (M3)
The stage costs added for PHP diagnosis never appeared: nothing in this project
configures logging, so the default root level of WARNING dropped every
informational line and a PMPro case ran for an hour producing none.

That is the same failure shape the project keeps relearning. A run that reports
nothing is indistinguishable from a run with nothing to report, and it is how four
PHP investigations were spent reading a later stage's timeout as the cause.

Logging is now configured from OUSAST_LOG_LEVEL, quiet by default and sent to
stderr when asked, so a hook stays silent while a diagnostic run says where its
budget went. Verified end to end: six stage lines with durations on a real replay.

1,410 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-18 15:50:08 +02:00
Marius CiepluchandClaude Opus 5 45f9d6562e feat(push): report what each stage cost as it finishes (M3 diagnosis)
Three PHP investigations were spent reading `cpg batch taint failed: timeout` as a
slow query. The query is not slow: 4,425 evidence requests answer in 30 s, 50
dataflow requests in 24 s, and 20 entry-point requests at call depth 3 with
parameter sources in 24.7 s. The production PHP build takes 79 s and does not
shard. None of that explains a case running 26 minutes without finishing.

The reason it could not be diagnosed is that nothing reported where the budget
went. A run that is killed, or that blames a later stage's timeout, left no account
of what had already consumed the transaction, and a subprocess bounded by the
remaining time reports its own timeout whatever spent it.

Each stage now records and logs what it cost as it finishes, so a killed run still
says where it was. A control asserts the stages report and that each line carries
its duration.

1,410 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-18 14:32:03 +02:00
Marius CiepluchandClaude Opus 5 537483657d test(m3): PHP still not established; blocker is the dataflow execution pass
Retried the PMPro transfer with batch splitting, a 4500-second deadline and a
900-second query ceiling. Stopped after 26 minutes with no case completed and no
verdict, so PHP transfer remains unestablished.

A probe narrowed the cause and corrected my earlier reading of it. The evidence
pass answers all 4,425 PMPro PHP regions in ONE batch in 29.7 seconds with a 681 KB
response, exit 0, and its cost is fixed rather than per request: one request took
40.2 s and 4,425 took 29.7 s. Neither request count nor response size is anywhere
near a limit, so batch size and serialization are not the cause as I first supposed
from a single extrapolated data point.

What fails is the execution pass, which runs reachableByFlows per candidate.

The probe's own scope is recorded with it: it sent evidenceOnly=true and therefore
measured the structural pass, not the failing one. Those numbers would otherwise
read as evidence that PMPro's taint work is cheap, which they are not.

Splitting stays, because it is correct on its own terms and recovers a batch that
fails whole. It is worth noting it also makes an unrecoverable batch slower to
abandon, since each of the eight parts burns its own share of the query ceiling.

M3 remains two of three: Node established in M1b, Python established, PHP blocked
on dataflow cost for a 1,274-file repository.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-18 13:22:05 +02:00
Marius CiepluchandClaude Opus 5 aa66429a82 fix(cpg): answer a failed batch in parts instead of losing it whole (M3)
PMPro's 1,274 PHP files produced a response the engine could not serialize: it
failed inside ujson while building its own answer array, and every question in that
batch was lost with it. Three budgets from 900 to 3000 seconds made no difference,
because the size of the answer was the problem rather than the time available.

One invocation stays the first thing tried, so a working scan costs exactly what it
did. Each request in a batch is independent, so a batch that fails as a whole can
still answer in parts: on failure the requests are split and retried, and a part
that fails leaves its own requests unanswered rather than discarding every answer
beside them. Only a batch where no part answered is reported as unavailable, which
keeps "could not ask" distinct from "no rows".

Controls cover all three shapes: a whole batch that fails is answered in parts with
the split recorded, a failing part leaves only its own requests unanswered while the
rest are kept, and a batch no part can answer is still unavailable rather than
empty.

Whether this is enough for PMPro is a separate question the measurement will
answer: a single taint request on that tree already takes 40 seconds and returns
36 KB, so the batch may be slow as well as large.

1,410 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-18 12:47:50 +02:00
Marius CiepluchandClaude Opus 5 d64abc2d43 test(m3): PHP transfer not established; the taint batch cannot answer PMPro
All three PMPro comparisons exhausted a 3000-second deadline with a 1200-second
query ceiling and produced no artifact, so there is no target evidence at all. The
engine reports `cpg batch taint failed` twice per case on the 1,274-file tree:
first an exception whose trace runs through ujson array transformation, then a
timeout on the retry.

Budgets tried: 900 s, 1200 s and 3000 s deadlines against 300 s and 1200 s query
ceilings. The pins, source receipts and declared target are all correct, so the
question was asked properly and the engine could not answer it. This is a runtime
blocker on a large repository, not evidence about whether the design transfers to
PHP.

Two harness defects were found on the way, and both had made an earlier run look
like a transfer failure rather than an instrument problem. The manifest labels a
case by what it is, vulnerable or fixed or benign, while the id says what the
comparison does, introduce or repair or benign; filtering on one while keying
expectations by the other ran a single case and reported an all-false verdict. And
the per-query ceiling is taken as the minimum with the remaining transaction time,
so raising only the deadline could never have helped, and twice did not.

M3 is not met. Its exit asks for Node, PHP and Python together: Python is
established, Node was established in M1b, PHP is blocked.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 21:01:51 +02:00
Marius CiepluchandClaude Opus 5 bb72fcd413 test(m3): Python transfer detects all three declared targets (M3 13.1)
Generalized the replay instrument so the case family is an argument rather than a
hard-coded target, since a harness that only knows one language cannot say whether
the design transfers. Targets, pins and expectations come from the committed inputs,
so Python is asked exactly the way Node was, through the same core, ranker,
comparison and admission.

  VAmPI-SQLI        models/user_model.py:73:get_user        detected, answered
  VAmPI-BOLA        api_views/users.py:187:update_password  detected, answered
  VAmPI-BOLA-BOOKS  api_views/books.py:51:get_by_title      detected, answered

35 of 35 questions complete on every case, nothing reported new, zero admitted
defects.

Two results stand out. The SQL injection is the evidence the milestone spec names
as previously unresolved. And two of the three targets are access control, the
family that could not complete a question on any repository before group 12, so
this is the first time broken object-level authorization has been asked on Python
at all, and it answered on both endpoints.

VAmPI has the same revision on both sides, so the regression mode establishes
detection and completion, never novelty. It asserts that directly: with nothing
changed, a target reported new would be a comparison defect, and none was. That
tests the novelty logic from the opposite side to the NodeGoat case.

Identical revisions cannot show novelty, and VAmPI is inspected teaching data that
cannot qualify production Python support. No capability enabled, no latency claim.

1,407 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 18:17:31 +02:00
Marius CiepluchandClaude Opus 5 fc5dc453b6 test(ranker): every question now completes on the real case (M1b 12.4)
Measured after scoping a registration-only region to its file.

  M1a, before group 12        0 of 436 head questions completed
  after per-family context  298 of 436
  after region attribution  299 of 299, and 299 of 299 on the base

The count falls from 436 to 299 because the mis-attributed function-scoped regions
in a route-registration module are gone, replaced by file-scoped questions the graph
can answer. Nothing is unresolved on either revision.

Detections are unchanged: the vulnerable revision is still new with
operation_absent_from_comparable_base, the fixed twin analyzed and quiet, the
unchanged revision not a regression.

What remains is recorded limits rather than failures: 210 bounded-reachability
boundaries, each owned by the question that reported it, and one vendor exclusion.
Neither blocks a comparison.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 14:17:51 +02:00
Marius CiepluchandClaude Opus 5 573b764bbb fix(ranker): scope a region to the file that defines its handler (M1b 12.4)
A route-registration module registers handlers that other modules define.
app/routes/index.js requires seven handler modules and defines none, yet regions
there were scoped to handleContributionsUpdate and its siblings. The graph rightly
held no such method, so every question in those regions was unresolvable: 138
across six families on that one repository.

The entry record still names the handler. The authorization question is which
middleware guards which handler, and that is cross-file by nature. It now also
records whether the file defines what it names, and a region built from an entry
that does not is scoped to the file instead of to a method the file lacks. The
handler's own module still gets its function-scoped region, so nothing is lost.

My first attempt changed the mapper to stop naming cross-file handlers at all. An
existing control caught it by asserting that a multi-line registration names the
handler its middleware guards, which is exactly the attribution the authorization
family needs. The evidence was against me and the fix belonged one layer up, in
region construction.

1,407 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 14:04:39 +02:00
Marius CiepluchandClaude Opus 5 ca2c3a8b5f test(contributor-scan): record the group 12 end state (M1b 12.1-12.3)
Final verification of the three security capability fixes on the pinned revisions.

  head questions completed     205 -> 298 of 436
  base questions completed             436 of 436
  access control completed       0 -> 52
  context_projection_unavailable 116 -> 0
  context_scope_empty            138 -> 0

Every remaining unresolved question now reports context_function_unresolved and
names the function its file does not define, so nothing is unresolved for a reason
the tool could not explain. That is a region-attribution question for the ranker,
not a limit of what the engine can establish.

Detections are unchanged: the vulnerable revision is still new with
operation_absent_from_comparable_base and every verdict entry holds.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 13:44:20 +02:00
Marius CiepluchandClaude Opus 5 b95a371b7e feat(contributor-scan): name the function a question cannot locate (M1b 12.3)
After per-family context, every remaining unresolved question reported
context_scope_empty, all in three files. The cause is not a missing producer:
app/routes/index.js requires seven handler modules and defines none of them, so a
question naming handleContributionsUpdate there names a function that file
genuinely does not hold, and the empty scope is the correct answer.

Reporting that as "scope empty" hid which of two different things had happened. A
file the frontend produced no methods for is one problem; a question naming a
function defined in another module is another, and it is the common one. Taint and
configuration now separate them, reporting context_function_unresolved with the
name in the first case and context_scope_empty only when the file has no methods at
all. The driver no longer stacks its generic gap on top of a query that already
explained itself, and the new gap is question-owned so it cannot block another
question's comparison.

Completion is deliberately unchanged. The tempting fix is to widen such a question
to its whole file, which would raise the number by answering a question nobody
asked; a question whose function the graph does not hold stays unresolved, with the
name now recoverable from the question that asked it.

Group 12 is complete: admission no longer rejects genuine findings on a
mis-extracted operation symbol, both families that could never complete their change
context now can, and the remaining unresolved questions say precisely why.

1,406 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 13:28:40 +02:00
Marius CiepluchandClaude Opus 5 3e4ab8d219 test(contributor-scan): measure the per-family context effect (M1b 12.2)
Rerunning the pinned revisions with each family producing its own change context.

  head questions completed          205 -> 298 of 436
  context_projection_unavailable    116 -> 0
  access_control completed            0 -> 52

Access control is the headline: the family could not complete a question on any
repository before, and now completes every question it is asked. That is a
vulnerability class the tool could not reason about at all.

Detections are unchanged. The vulnerable revision is still new with
operation_absent_from_comparable_base, the fixed twin is analyzed and quiet, the
unchanged revision is not a regression.

The remaining 138 unresolved questions are all context_scope_empty and sit in three
files, none of them access control. They are function-scoped questions whose named
function the query cannot locate in the graph, so the scope it describes is honestly
empty. That is the query-to-operation identity problem M1a recorded at the witness
end, showing up at the scope end, and it is task 12.3 rather than something to patch
by widening a question to its whole file.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 11:36:51 +02:00
Marius CiepluchandClaude Opus 5 a91551e547 feat(contributor-scan): give each family its own change context (M1b 12.2)
Access control and configuration could not complete their change context on any
repository, which left 231 of 436 questions unresolved on the measured Node case
and made two of the three shipped families unable to answer.

The gap was larger than a missing query block. The evidence pass dispatches taint
only, because only taint has an evidence vector to rank by, so these families were
never asked for context at all. A new context pass asks each family with the flag
set.

Each query describes its own scope, which the owner research required and which
matters: copying taint's projection would describe a reachability walk these
queries never perform. Dominance exports the file's methods labelled operation,
guard or sibling, because its claim is that a file contradicts itself. Configuration
exports the file's methods labelled setting or sibling, because it asks what a file
declares. Both report an empty scope explicitly rather than implying one.

A family whose context query answers nothing keeps no context and stays unresolved,
so none can complete on another family's context. A control asserts that directly.

Confirmed on a real NodeGoat graph through the production backend: both families
produce a context summary and seven scoped methods where they previously produced
nothing. All seven are siblings for that file, which is the honest answer since it
declares no access-control operation and no matched setting.

1,405 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 11:19:30 +02:00
Marius CiepluchandClaude Opus 5 4ee31142ab fix(pre-push-safety-net): take the operation symbol from the call (M1b 12.1)
Admission extracted everything before the first parenthesis, so the operation for
`const preTax = eval(req.body.preTax)` was `const preTax = eval`. No real
declaration can enumerate every assignment a codebase might write, so admission
would have rejected genuine findings on operation_semantics_mismatch. The M1b
demonstration only passed because its declaration listed the assignment spellings.

The symbol is now the trailing qualified callee. Receiver spelling stays part of
it, so `$wpdb->prepare` and `prepare` remain different operations and a declaration
cannot widen from one to the other. A spelling that is not a qualified name, such
as a dynamic `handlers[name](x)`, yields the statement text, matches no declaration
and stays ineligible exactly as before.

Controls cover the assigned call, the receiver distinction, the dynamic spelling,
and that a declaration for a different operation still does not cover it. The
recorded-veto report reads the same helper instead of repeating the extraction.

1,403 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 09:56:59 +02:00
Marius CiepluchandClaude Opus 5 6653b6aca8 spec(pre-push-safety-net): record the M2 direction, do not rebuild a graph per push
Both attacks on engine startup are measured and neither reaches the gate. The
session is equivalent for every shipped query kind and helps a long transaction,
326 s to 243 s, but its own 9 to 13 second startup is a third of a 30-second budget
so it usually declines to start. Removing JavaScript's second engine start is real,
11.0 s against 21.0 s on identical graphs, and was reverted for an asymmetric
census gate that made 12 transactions pay two starts.

What the profile names is not startup. A changed-code transaction reaches its
deadline inside the build: head build 25.2 s of 30 s, query time 0.0 s. The cost is
building a fresh whole-repository graph for every pushed revision.

Direction accepted: reuse the graph across revisions rather than optimise the
rebuild. M2 stays unmet, the gates stay unchanged, and the work is not scheduled
here. Group 12 returns to security capability, which is where the remaining release
risk sits.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 09:53:35 +02:00
Marius CiepluchandClaude Opus 5 ed0f12b593 revert: JavaScript one-start build did not deliver in the push path (M2 11.6)
Reverts f04a839 on its own measurement. The seven-class profile rerun recorded
joern_parse_census_incomplete on 12 transactions: the faster build was rejected by
its own census gate and the frontend plus overlay pass ran as well, so those
transactions paid two engine starts instead of one. Every workload kept the same
p50 and the verdict stayed NO-GO.

The cause is an asymmetric gate. The frontend path is not census-gated at build
time, so whatever it produces is accepted, while the joern-parse path was gated and
the same shortfall rejected it. Holding the new path to a standard the old one
never has to meet guarantees the fallback fires. The probe tree and the
materialized push snapshot also differ, so equivalence on the checkout did not
transfer to the real path.

What still stands is the underlying timing fact, measured under the production
retention environment on identical graphs, same 44 files, 579 methods, file names,
overlays, Gruntfile and eighteen test files: 11.0 s against 21.0 s. JavaScript does
pay two engine starts where every other language pays one. A future attempt needs a
gate both paths are held to, or a direct comparison against what the frontend would
produce, and must be measured in the push path rather than on a checkout.

The profile also names the remaining cost plainly: a changed-code transaction
spends its budget before any query runs, head build 25.2 s of a 30 s deadline with
query time 0.0 s. Building one new graph per push is the cost, not querying it.

1,401 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 09:04:44 +02:00
Marius CiepluchandClaude Opus 5 f04a839181 perf(cpg): build JavaScript in one engine start, gated on the census (M2 11.6)
JavaScript was the only language paying two engine starts: the declared frontend
and then a separate overlay pass. joern-parse applies the overlays itself. On the
pinned Node tree that is 11.0 s against 21.0 s.

The declared frontend stays as the fallback, because it is what the versioned
retention adaptation and the explicit exclusion policy run through, and the census
decides per build: a graph that does not hold every readable declared file is
rebuilt through the frontend rather than trusted. Exclusions keep the frontend path
outright.

Measured under the production retention environment, both paths produce the same 44
files, the same 579 methods, the same file names, the same five overlays, the
Gruntfile and all eighteen first-party test files, with no file present in one
graph and missing from the other.

My first measurement did not establish that. It ran without the retention
environment, both paths dropped to 25 files, and the apparent equivalence was two
runs discarding the same things. The existing control named for that decision
failed against the change built on it, which is exactly what it is for; the
evidence was wrong, not the control. That control now asserts the intent directly:
the faster path is tried first, and a short census rebuilds through the frontend.

1,401 tests passed, nine skipped. A build saving is not the latency gate; the
profile rerun decides that. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 08:44:48 +02:00
Marius CiepluchandClaude Opus 5 7acb897d77 fix(cpg): stop a failed session start from consuming the transaction budget
The seven-class profile showed a 25.3 s head "build" of which the trace attributes
only 4.5 s to the frontend. The remaining twenty seconds were the session's startup
poll, which was bounded by `min(startup_timeout, deadline - now)` and therefore ran
until the transaction deadline was exhausted. The fallback then had nothing left,
so the transport's failure mode consumed exactly the budget it existed to save.

A session now refuses to start unless enough budget survives for the work it exists
to serve, and the wait is bounded by its own allowance rather than by the whole
deadline. Under the 30-second hook deadline it declines immediately instead of
burning what is left.

Controls cover both: refusing is immediate and starts no process, and a startup
wait ends at its allowance nowhere near a long deadline.

This does not make the gate reachable; it removes a self-inflicted cost that was
hiding the real one. 1,401 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 08:35:57 +02:00
Marius CiepluchandClaude Opus 5 ffbd864195 test(runtime): measure the seven-class profile with the session; NO-GO (M2 11.5)
The unchanged seven-class profile, three samples each, with the engine session
enabled. Every changed-code workload still times out at the 30-second deadline, and
identical-tip moved the wrong way: p50 rose from 18.5 s to 24.2 s.

The cause is in the artifacts rather than inferred. Thirteen transactions report
session_unavailable:session_startup_timeout, so under the real deadline the session
usually never starts and everything falls back to the disposable path. Startup is 9
to 13 seconds, about a third of the whole budget, and it is spent before any
analysis happens. Where a session did start, on cached-graph transactions whose
remaining work is small, it cost more than it saved.

That is the honest shape of the result: a transaction-owned session amortizes
engine startup across the invocations inside one transaction, and a warm
changed-code push does not have enough of them. It helps a long development-budget
transaction, 326 s to 243 s measured earlier, and cannot help a 30-second one.

Correctness is unchanged throughout: the same three pinned revisions through the
production rules with the session enabled reproduce the M1 verdict exactly.

Group 11 as designed cannot reach the gate, so the dominant remaining cost is named
and the decision is raised rather than worked around. Task 11.6 records the
candidates, since two of them change the product's shape: a session shared across
transactions is a resident local service, which the accepted milestone spec does
not imply, and analysing less is a scope change rather than a speed change. The
30-second and 2-second gates stay unchanged.

Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 08:12:37 +02:00
Marius CiepluchandClaude Opus 5 7fc6713e78 test(cpg): confirm the session stays alive and halves query time (M2 11.4)
The leak was the whole cause. With the session closed by the transaction that owns
it, a session-enabled replay of the same pinned revisions under the same budget
keeps its session for the whole run: no session_query_failed appears on either
side, where the previous run reported one per side and fell back to the disposable
path for everything.

Measured on the same pins, instrument and budget, changing only the transport:

  vulnerable revision   326.4 s -> 243.3 s
  head query time        63.6 s ->  32.0 s
  base query time        85.1 s ->  51.2 s
  dominance and config   ~14 s each -> ~4 s each

Detections are unchanged: witness present, fixed twin analyzed and quiet, unchanged
revision not a regression, kill criterion not triggered. Speed bought by losing a
detection would not be speed.

This is a cold transaction on one teaching repository under a 900-second
development budget. It is not the hook latency gate, which is warm changed-code p95
against the frozen seven-class profile, and that is task 11.5. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-17 07:50:04 +02:00
Marius CiepluchandClaude Opus 5 566b862b0a fix(cpg): end an engine session with the transaction that owns it (M2)
The first session-enabled replay produced correct detections and no speedup,
reporting session_query_failed:census:session_request_failed on both sides. A
targeted probe ruled out the sequence I suspected: an overlay followed by a census
in one session both answer correctly, with the census confirming the overlays were
saved.

What the probe exposed instead is a leak. A build runs on a copy of the backend, so
the session started during the build belonged to that copy and was never closed,
leaving a JVM holding the configured 2 GB heap for the life of the process. Two
builds per transaction meant two of them, which is enough to exhaust a 3 GB
container and make every later request fail. It also matches the host running out
of memory during these runs.

The build now closes any session its copy started, and the driver ends the session
with the transaction, since that is what transaction-owned means. Controls cover
both: a build leaves nothing alive on the copy that started it, and a completed
scan closes the backend's session. Closing never fails a scan that found things.

This is a genuine defect found by measurement rather than by the suite, which
passed throughout. Whether it was the whole cause of the census failure is not yet
established; the next session-enabled run will say.

1,399 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 21:15:00 +02:00
Marius CiepluchandClaude Opus 5 d2362cd18d fix(cpg): carry the engine's own account when a session request fails (M2)
The session-enabled NodeGoat run reported session_query_failed:census:
session_request_failed and fell back, which is correct behaviour but says nothing
about why. A bare transport failure cannot distinguish a timeout from a crash from
an out-of-memory kill, and the only account of which it was is in the server's own
log.

A transport failure now carries the exception and the tail of that log, and the
backend logs it with the process exit code alongside its own label. A control
asserts an OutOfMemoryError in the log reaches the caller.

This is diagnosis, not a repair: the run's timings were unchanged because the
session died early and everything fell back to the disposable path.

1,397 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 21:00:24 +02:00
Marius CiepluchandClaude Opus 5 fc69055a32 feat(cpg): add an explicit environment switch for the engine session (M2 11.3)
A measured run needs to enable the transport without changing any default. The
switch reads as enabled only for the exact value "1"; unset, empty, "0", "true"
and anything else leave the disposable path in place, and an explicit constructor
argument still wins in both directions.

1,396 tests passed, nine skipped.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 20:43:50 +02:00
Marius CiepluchandClaude Opus 5 87f7976a58 perf(cpg): run the overlay pass in-session and verify it saved (M2 11.4)
The overlay was the last fixed cost bypassing the session: a whole JVM start,
15.8 s in the measured Node runs, while the census and query batches already route
through it.

`save` writes under the process working directory, which for a session is its own
private scratch rather than the build scratch, so the saved graph is now looked for
in both. Finding neither keeps the raw graph and records it rather than reporting
success, because a graph without its dataflow layer has that layer recomputed by
every later batch, 54 s each on a 637-file plugin, with nothing otherwise saying so.

The disposable invocation remains the fallback and runs unchanged whenever the
session is off or cannot answer.

Controls cover both new paths: an engine that reports success but saves no graph
keeps the raw one and notes it, and a graph saved under the session's workspace is
found and applied.

1,395 tests passed, nine skipped. The transport stays off by default; task 11.5
measures against the frozen profile. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 20:41:11 +02:00
Marius CiepluchandClaude Opus 5 d93dee9f1a test(cpg): prove transport equivalence for every shipped query kind (M2 11.2)
A session is only usable if it returns exactly what the disposable invocation
returns. On a real NodeGoat graph, taint, dominance and configuration all produce
byte-identical payloads through both transports, with parameters built by each
arbiter's own request function through the driver's family lookup rather than a
hand-written shape.

The failure shapes that would make a session dangerous rather than merely slow are
correct too. An empty answer stays present and distinguishable from an unavailable
one, which is the distinction that once turned a failed scan into a clean bill of
health. An unknown query and an absent graph are both unavailable. Two graphs in
one session each answer about the graph the request names.

Amortized over five taint requests the session took 22.5 s against 72.0 s
disposable, all five answered and identical to each other.

Two instrument defects are recorded rather than hidden. The first run created a
fresh backend per comparison, so every session served one request and paid full
startup, measuring the session's worst case and making it look slower; that is why
the amortized comparison exists. The switched-graph check crashed on a scratch
directory it never created, so it produced no verdict at all.

These timings are orientation, not the latency gate. Task 11.5 measures against the
frozen seven-class profile, and the transport stays off by default until then.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 20:37:47 +02:00
Marius CiepluchandClaude Opus 5 7e3f12bc00 feat(cpg): add a transaction-owned engine session and route it opt-in (M2 11.1, 11.3)
JVM startup, not analysis, is what a push scan spends its time on: each disposable
script invocation costs 13 to 23 seconds while the work takes under a second.

The session owns one Joern server per transaction on loopback with an OS-chosen
port and no published port. Three properties are load-bearing, and the probe that
settled the design demonstrated why each is needed.

An HTTP status is not an answer. The server returns success even for a compile
error, with the diagnostic in its body, so every request redirects the evaluated
code's console output into a fresh private file behind a nonce, and the nonce is
verified before the answer is accepted. The engine's body is retained for exactly
the case where the receipt is missing, without which that failure explains nothing.

A poisoned session answers nothing afterwards, and cancellation kills the process
group rather than the launcher, which this project has already run a machine out of
memory by neglecting.

What the probe established about the engine, after three iterations that each
failed loudly: runScript is absent from the server REPL; a shipped @main script
cannot be nested in a block expression, so definitions go to the top level
unwrapped; and the REPL shadows Console with io.joern.console.Console, which has no
withOut, so capture must qualify scala.Console. With that fixed, both mechanisms
answer identically to the disposable invocation, 0.8 s against 9.8 s.

The backend routes batch and single queries through the session only when
session_transport is enabled, which it is not by default. Any failure falls back to
the disposable invocation rather than reporting a zero, and each script is defined
under its own name because every script declares exec.

Equivalence for taint, dominance and configuration is task 11.2 and gates any
measured run. 1,391 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 20:24:34 +02:00
Marius CiepluchandClaude Opus 5 cec1c4a428 feat(pre-push-safety-net): render the experimental evaluation explanation (M1b 10.10)
The M1b exit run established the comparison but could not show a developer-readable
consequence or repair direction, because both belong to an evaluated capability
declaration and the installed registry is deliberately empty.

The experimental evaluation output now renders, for each change-attributed finding,
its family, exact location, witness, change attribution, provenance, engine method
and operation, together with a consequence and repair direction produced from a
supplied declaration through the same grounded-template path the admitted case
uses. No prose is invented: when no declaration matches, or a template is not
grounded in the operation and context, or the declaration does not cover the
operation symbol, the explanation is absent and the reason is stated.

Declarations reach this rendering only. The runner never passes them to admission,
so nothing in that file can enable a capability or emit an alert however it is
written, and a control asserts that even a declaration claiming PASS admits
nothing. The flag requires explicit base/head replay and the recorded-veto flag.

The evaluation instrument generates its own unreviewed declaration bound to the
run's analysis semantics, asserting that it is neither enabled nor PASS, so the
demonstration cannot drift into a qualified claim.

1,377 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 19:59:12 +02:00
Marius CiepluchandClaude Opus 5 57d6ddcbba test(pre-push-safety-net): record the M1b exit run (task 10.9)
All three pinned NodeGoat revisions replayed through the production rules with
exact pins and reopened source receipts.

The vulnerable revision reports all three sites new with
operation_absent_from_comparable_base, and admission now rejects on
capability_unavailable alone: dependency_unresolved is gone, which verifies 10.7
on real data since those gaps belonged to unrelated questions. The fixed twin is
analyzed and quiet with three base-only findings. The unchanged revision reports
all three sites unchanged with base locations resolved to the same lines.

Every finding carries its question, the engine-reported method and its witness.
The head census is the complete 44 files and all 436 base questions complete.
Zero admitted defects on every revision.

All five vetoes M1a recorded are repaired, plus two the repairs exposed. What
remains is recorded rather than repaired: 231 head questions still report an
incomplete change context from families whose queries export none, which did not
block this case and whose families stay experimental, and the vendor exclusion
and correspondence ambiguity remain reported as the limits they are.

M1b is not yet verified. The milestone also asks for a developer-readable finding
carrying a supported security consequence and a concrete repair direction, and
both are owned by an evaluated capability declaration that is deliberately empty.
Writing that text without a declaration is what admission exists to prevent, so
task 10.10 renders it through an explicitly experimental declaration with
eligibility still disabled.

Runtime, independent qualification and rollout all remain NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 19:11:03 +02:00
Marius CiepluchandClaude Opus 5 541ee5813e feat(pre-push-safety-net): carry query-to-operation provenance (M1b 10.8)
M1a recorded that the NodeGoat target is selected through a file-scoped question
naming no function while the engine reports method <lambda>2, and that this did
not block the comparison once the question completed. It was still only visible by
digging the method out of a serialized detail blob.

Evidence now carries the engine-reported method beside the question that produced
it, and the relationship between them is recorded: exact when the question named
that method, file_scope when the question named no function and the engine
supplied one, unresolved when the two disagree, and method_unreported when the
engine named none.

Recorded, not applied. No region is renamed, no benchmark function name is
injected into a region, and no coincident site is counted. The recorded-veto
report now reads the field instead of reparsing the detail blob.

1,371 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 18:55:31 +02:00
Marius CiepluchandClaude Opus 5 9a67f54ea1 fix(pre-push-safety-net): bind dependency gaps to the candidate (M1b 10.7)
The runner handed every candidate the whole transaction's coverage reason list as
its unresolved dependencies, so admission always answered dependency_unresolved.
That list even included other candidates' comparison outcomes, so one unresolved
comparison anywhere marked every other claim as having an unresolved dependency.

Gaps are now attributed. A boundary carrying a question id counts only when that
question is in this candidate's required comparison scope, the same scope 10.2
established. A gap nothing attributed to any question always counts, because
unknown ownership is not evidence of independence. Integrity degradations count.

A declared exclusion, a correspondence ambiguity and a bounded reachability do
not, because each was already weighed against this specific claim: the first is a
scope choice, the second is decided per operation, and the third is decided per
claim by the comparison.

Found by the M1b production rerun rather than by the suite: the comparison reached
a correct new verdict and admission still rejected it for a dependency belonging
to unrelated questions. It is not an M1b exit blocker, since eligibility stays
disabled, but it would have blocked admission forever once capabilities qualify.

1,371 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 18:52:04 +02:00
Marius CiepluchandClaude Opus 5 b8b46f1c19 test(pre-push-safety-net): record the M1b production comparison on NodeGoat
Rerunning the three pinned revisions after tasks 10.1-10.6 shows the production
comparison classifying all of them with no lifting, and agreeing exactly with the
recorded view. That agreement is the point: the vetoes M1a recorded were repaired
rather than bypassed.

The vulnerable revision is new with operation_absent_from_comparable_base, and the
three eval witnesses at contributions.js lines 32 to 34 are attributed to the
change that introduced them. The fixed twin is analyzed and quiet with three
base-only findings. The unchanged revision is unchanged. In M1a every one of the
436 questions was demoted on both sides and production reported
witness_identity_unresolved on every finding.

All three artifacts still report finding_status none with zero admitted defects.
Admission rejects on capability_unavailable, the deliberate eligibility gate, and
on dependency_unresolved, which the rerun exposed as coarse plumbing: the runner
passes every coverage reason as every candidate's dependency gaps. That is now
task 10.7, ahead of M4, since it would block admission forever once capabilities
qualify. It is not a comparison failure and not an M1b exit blocker.

Three comparisons on one inspected teaching repository under a development budget.
No capability enabled, no alert emitted, no latency claim. Runtime, independent
qualification and rollout all remain NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 18:06:39 +02:00
Marius CiepluchandClaude Opus 5 bc68000e93 fix(pre-push-safety-net): apply the exclusion distinction inside comparison too
The NodeGoat rerun after 10.4-10.6 showed both target questions completing, which
is what those tasks were for, but the comparison still reported
head_context_incomplete. Two checks inside comparison had not been updated with
the same distinction: any degradation blocked, and any scope boundary blocked.

A declared exclusion and a correspondence ambiguity both reached those checks. The
first is a scope choice rather than a failure to read the graph, and the second is
decided per operation since 10.3, so neither should block a claim. Both remain in
aggregate coverage. Integrity degradations, unknown ownership and every other
boundary still block, and bounded reachability is still filtered separately
because it blocks only claims resting on a flow not having been traced.

1,368 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 17:51:49 +02:00
Marius CiepluchandClaude Opus 5 c1cc332bc1 feat(pre-push-safety-net): stop declared exclusion vetoing first-party answers (M1b 10.6)
vendor_semantics_unresolved was grouped with the graph integrity failures, so any
declared exclusion demoted every otherwise complete answer in the repository to
graph_incomplete. Every real repository excludes its dependencies, so this fired
on all of them, including on a complete first-party census with successful query
receipts.

Graph boundaries are now split by what they mean. An integrity failure says the
graph could not be read or is incomplete, so an answer drawn from it is demoted:
unparsed files, an empty or sharded graph, an incomplete or unavailable census,
an unresolved symlink, an unsupported frontend, unreadable source, an ambiguous
frontend path and unvalidated TypeScript property support all keep that behavior.
A declared exclusion is a deliberate scope choice. It stays physical, stays out of
targets and graphs, and stays reported in coverage, but it is not evidence that a
first-party answer is wrong.

Whether a particular answer needed the excluded semantics is carried by that
question's own unresolved call destinations, recorded per question in 10.5, rather
than assumed for every answer in the repository.

Controls exercise the real partition logic rather than an injected reason: a
vendored directory leaves the answer completed with the exclusion still reported,
an unresolved symlink still demotes, and the two together still demote.

1,365 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 17:35:00 +02:00
Marius CiepluchandClaude Opus 5 b202aabd8b feat(pre-push-safety-net): bind the reachability boundary to what it limits (M1b 10.5)
dynamic_external_or_depth_context_unresolved was applied as though it invalidated
everything about a question. It does not. Bounded reachability can hide further
flows; it cannot invalidate a flow that was traced, and it cannot remove a call
from a structurally scoped enumeration.

At scan level the boundary is now recorded against its owning question without
demoting that question's answer. An unavailable context projection, an empty
context scope and an unreadable method extent are unknown ownership and still
demote.

In comparison it no longer blocks the head's own claim, since the finding rests
on a path that was actually traced, and no longer blocks an absence read off the
enumerated inventory. It still blocks every claim that rests on a flow not having
been traced, including the anchored source-connection branch, which now reports
base_reachability_bounded rather than silently passing.

The query declares the basis of its enumeration. A file- or nesting-scoped
question walks calls structurally, so an unresolved destination cannot remove one
from scope. Following the call graph makes the reachable set the scope, so the
same unresolved destination can shrink what was enumerated; that inventory cannot
establish absence while reachability is bounded, and says so.

One prior control asserted a question's own reachability gap blocks its own
claim. It is updated with its reason and split, so an own projection gap is still
proven to block while an own reachability gap no longer does.

1,362 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 17:26:16 +02:00
Marius CiepluchandClaude Opus 5 c73efd2bde feat(pre-push-safety-net): export the enumerated operation inventory (M1b 10.4)
A taint answer reports traced flows, so an absent row means either that the
operation is not present or that no traced path reached it. Change comparison
needs that distinction to say a change introduced an operation, and reachability
is deliberately bounded, so the two can never be separated from flow rows alone.
That is why the veto guarding the confusion is permanently true on any real
Express application, and why it could be neither discharged nor safely removed.

The taint query now exports one row per operation it enumerated in scope, plus a
completion marker. The marker is what makes an empty inventory meaningful:
without it a scope that was never enumerated and a scope holding no such
operation are indistinguishable.

Comparison separates three outcomes on a changed line: the operation is present
in the base without a traced flow, which is a reachability statement and not
novelty; the operation is absent from an enumerated base, which establishes that
the change introduced it; or the base scope was never enumerated, which stays
explicitly unresolved. A malformed inventory row is not an empty inventory.

The arbiter now skips any row carrying a kind, so an inventory row cannot be
normalized into a flow with an empty source that names no attacker input.

Verified against the real engine on an authored two-revision JavaScript control:
the operation is enumerated on both sides, the base carries it with zero traced
flows, the zero-operation marker appears for an empty scope, and answers and
findings are unchanged. No new sink inference, alias resolver or second source
IR. 1,354 tests passed, nine skipped. Rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 16:46:00 +02:00
Marius CiepluchandClaude Opus 5 86980d8aa0 feat(pre-push-safety-net): measure M1b step 1 and record the inventory prerequisite
Rerunning the three NodeGoat revisions after tasks 10.1-10.3 shows the recorded
view now classifies the case: the vulnerable revision reaches new with
operation_absent_from_comparable_base, and the unchanged revision reaches
unchanged with its base location resolved to the same lines. Both previously
stopped at operation_correspondence_unresolved and witness_identity_unresolved.

The rerun also caught a defect in the repair itself: the new novelty reason was
missing from the admission allowlist, so admission rejected the candidate as
change_unsupported. Fixed with a control.

The production path is still blocked by the last two vetoes, and the measurement
shows neither can be scoped or relaxed as the plan described. A taint answer
reports traced flows, so an absent row means either that the operation does not
exist in the base or that no traced flow reached it.
dynamic_external_or_depth_context_unresolved exists to stop the second being read
as the first, and removing it would turn a wrong absence into a wrong new
finding. It is also computed over every in-scope method, so on any real Express
application it is always true and can never be discharged, which is why the tool
reports nothing on real projects.

The resolution is new evidence rather than a relaxed rule: export the operations
the query actually enumerated, separately from the flows it traced, so absence is
established from the inventory while a traced-flow claim still requires complete
reachability. That is now task 10.4, ahead of the two vetoes it unblocks, and it
adds no detector, alias resolver or second source IR.

1,348 tests passed, nine skipped. No capability enabled; rollout stays NO-GO.

Co-Authored-By: Claude Opus 5 (1M context) <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-16 16:03:16 +02:00