Task 2.3 (Req 3.4, 3.5, 3.6, 6.2). - [variants] enabled / max_mechanisms config; MAP runs variant search after the overlay in standard and deep scans only, appends the variant findings, rewrites overlay.json with merged ids, and the manifest records mechanisms_searched, files_searched, findings and merged_into_overlay. - REGRESS: variant findings join the candidate list after the promotions as zero-score hotspots, under the existing safety check and cap. - Spec notes for group 2 and the design synced (variant_search.py, seed.py, derive_shape signature). Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG
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Implementation Plan
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1. Foundation: shapes and store fields
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1.1 Define structural shapes and derive them from a pair
Shapewith language, sink name, arity, source positions and kinds, closed guard kind, mechanism id;derive_shapefinds the labeled sink call site in the vulnerableFileIR, traces source positions through binds to a fact source, parameter, or container read, and classifies the guard from statements present only on the fixed side.- Shapes contain no path, line, or literal beyond identifiers.
- Observable: a Python pair (request input into
os.system, fix adds an allowlist) yields sinksystem, arity 1, source position 0, guardallowlist_test; an unlabeled sink returns None; the shape key is stable across runs. - Requirements: 2.1, 2.2, 2.3, 2.4
- Boundary: Shape
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1.2 Add additive mechanism fields and a corpus writer with dedupe
Mechanismgains origin, review_tier, pairs, shape, guard with defaults;append_from_pairdedupes by shape key and extends provenance; old JSONL rows load unchanged.- Observable: appending the same shape from two pairs yields one row listing both pairs; a pre-existing sandbox row loads with
origin = "sandbox". - Requirements: 1.3, 1.4
- Boundary: Store
- Depends: 1.1
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2. Core: export and search
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2.1 Export mechanisms from trusted pairs as a maintainer command
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seededandreviewed, non-known-limit, parse-ok pairs seed; the command runs offline over the vendored catalog and reports skipped pairs with reasons; extra-absent languages are skipped with a degradation. - Observable:
ousast mechanisms export --slice sastwrites corpus rows and reports the skippedtitle/advisory/known-limit pairs. - Requirements: 1.1, 1.2, 1.5, 2.5
- Boundary: Export
- Depends: 1.2
- Only
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2.2 Search a tree for variants and merge with overlay flows
- For each parsed file within the MAP budget, call sites matching a shape's sink name, arity, and source positions (fact source, parameter, container read) produce
variantfindings atsuspicionwith the mechanism id; when the overlay has a flow at the same call site, its record gainsmechanism_idand no duplicate finding is emitted. - Observable: the split-sink Python fixture yields a variant finding merged into the overlay coverage record; a constant-argument call does not match;
quickemits no variants. - Requirements: 3.1, 3.2, 3.3, 3.6
- Boundary: VariantSearch
- Depends: 2.1
- For each parsed file within the MAP budget, call sites matching a shape's sink name, arity, and source positions (fact source, parameter, container read) produce
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2.3 Make variant findings sandbox-eligible and count them in the manifest
- Variant findings enter the candidate set after overlay promotions under the existing safety check and caps; the manifest records mechanisms searched, files searched, findings, and merges.
- Observable: with the fake sandbox a variant finding runs; the manifest
variantsblock is present on standard scans and absent on quick. - Requirements: 3.4, 3.5, 6.2
- Depends: 2.2
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3. Measurement: leave-one-out
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3.1 Evaluate the corpus leave-one-out
- For each trusted pair, seed a temporary store from the others, search both excerpts, and score detection and silence with the pair rules; report per slice, profile, mechanism, and per pair which mechanism found it; write
loo.json. - Observable:
ousast pairs --slice vibe-py --loo --jsonreports recall, silence, Youden per slice/profile/mechanism andfound_byper pair; the run is offline. - Requirements: 4.1, 4.2, 4.3, 4.4
- Boundary: LOO
- Depends: 2.2
- For each trusted pair, seed a temporary store from the others, search both excerpts, and score detection and silence with the pair rules; report per slice, profile, mechanism, and per pair which mechanism found it; write
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3.2 Record the leave-one-out baseline
- Roadmap gains a leave-one-out table per slice next to the pair baselines; not a gate.
- Observable: roadmap table present; gates unchanged.
- Requirements: 4.4, 7.2
- Depends: 3.1
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4. Integration: improve lever
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4.1 Add the mechanisms lever with a closed validator
MechanismEditadmit/retract by record id from the exporter's candidate set; validator rejects free-form shapes and unknown guard kinds; journal records pair provenance and metrics.- Observable: a free-form edit is rejected; an admit edit of an exported record passes validation and appears in the journal.
- Requirements: 5.1, 5.2, 5.5
- Boundary: Lever
- Depends: 2.1
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4.2 Propose admissions from leave-one-out misses and retractions from leaks under the existing gate
- Admit candidates that recover a currently missed holdout pair; retract admitted records that leak on holdout fixed sides; existing accept gate and per-profile clause decide; rejection reverts the store byte for byte.
- Observable: a scripted candidate that recovers a holdout pair is accepted and persisted; one that leaks on a fixed side is rejected and the store is unchanged.
- Requirements: 5.3, 5.4
- Depends: 4.1, 3.1
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5. Integration: reports
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5.1 Show mechanism id, known fix guard, and provenance on findings
- Markdown and SARIF show mechanism summary, guard shape, and pair provenance for findings carrying a mechanism id; variant findings are labeled suspicions unless raised.
- Observable: a standard scan report on the split-sink fixture names the mechanism and its guard; SARIF properties carry the id.
- Requirements: 6.1, 6.3
- Depends: 2.2
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6. Validation
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6.1 Prove offline tests and unchanged gates
- Unit and integration tests run without network, model, or sandbox; semantic-marked tests skip without the extra; detection, map, and local pair gates unchanged; extra-free suite green.
- Observable: both pytest matrices green; gate entrypoints unchanged.
- Requirements: 7.1, 7.2, 7.3
- Depends: 2.3, 3.1, 4.2, 5.1
Implementation Notes
- Spec approved by the maintainer in session 2026-09-05 ("continue with corpus-seeded-mechanisms"); approvals recorded in spec.json.
- Task 1.1 (2026-09-05, RED first: 5 failing tests in
tests/test_variants.py,ModuleNotFoundError: openultrasast.semantic.variants; then green):semantic/variants.pywithShape(language, sink_name, arity, source_positions, source_kinds, guard, mechanism;key()/to_dict()/from_dict()text-free), closedGUARD_KINDS/SOURCE_KINDS,derive_shape(vuln_ir, fixed_ir, *, function, sink, line, mechanism, facts, vuln_text, fixed_text). Deviation from the design signature: the two excerpt texts are passed in because guard statements (if x not in ALLOWED,if len(x) > n) are not call sites or binds inFileIR; the guard kind is classified from the lines of the labeled function that exist only on the fixed side, closed set,nonewhen unknown; nothing of that text enters the shape. Source kinds trace argument identifiers through binds (fact-source pattern ->fact_source; subscript/.get(/request container ->container_read; parameter ->parameter), preferring fact_source, then parameter, then container_read. A constant-only sink call or a missing function/call site yields None. - Task 1.2 (2026-09-05, RED first: 3 failing tests in
tests/test_mechanism_export.py—Mechanismlackedorigin,append_from_pairmissing; then green): additiveMechanism.origin/review_tier/pairs/shape/guardwith defaults so sandbox rows load unchanged;MechanismStore.load()folds the append-only log by id (latest row wins) so a re-seeded shape carries the extendedpairs;append_from_pairuses a deterministic idcorpus:<sha1(shape.key())[:16]>so the improve lever can name records across machines;corpus_mechanisms()selects searchable rows. Existingorder_promotionstests unchanged and green. - Review round 1 (2026-09-05) APPROVED 1.1 and 1.2 (reviewer re-simulated RED, ran six mutations, verified the import boundary and that sandbox rows load unchanged; isolated suite 493 / 480 green, statics and gates clean). Suggestions carried into group 2: trim
_CONTAINER_READto the design's subscript/.get(definition so no source vocabulary lives outside facts; intersect line and sink in_labeled_call;append_from_pairkeeps the highest tier and accumulates provenance tags when a shape is re-seeded; sync design §Shape to the implemented signature. - Task 2.1 (2026-09-05, RED first: 4 failing tests in
tests/test_mechanism_seed.py—ModuleNotFoundError: semantic.seedx3,argparserejectedmechanisms; then green):semantic/seed.pyexport_mechanisms(cases, store)seeds onlyseeded|reviewed, non-known-limit, parsing pairs with cached excerpts, skips with reasons (tier:<t>,known_limit:<why>,parse_failed,variants_language_unsupported+ degradation,pointer_pair_not_cached,no_labeled_sink_call_site) and keeps catalog order; CLIousast mechanisms export --slice S [--store P] [--json], default store.openultrasast/calibration/mechanisms.jsonl(the path the scan reads; the store module'sDEFAULT_MECHANISM_LOGdiffers and is left alone). Discovery: vibe-py labels carry a function and a mechanism but no sink or line, soderive_shapegained a facts-driven fallback (the fact-sink call inside the labeled function, CWE-matching and non-constant first) and now intersects line and sink when both exist (round-1 suggestion);_CONTAINER_READtrimmed to subscript/.get(;append_from_pairkeeps the highest tier and accumulates provenance tags. Measured export (offline, scratchpad stores): vibe-py 35 pairs -> 16 seeded, 10 records (7 pairs shareexecute/1 parameter; the 19 skips are absence-class labels — IDOR, open redirect, missing guard — with no sink call to shape); local 3 -> 0 (fixtures label no sink call site); sast 11 and vfc-js 17 -> 0, alltier:advisoryas Req 1.2 requires. Guards are mostlynonebecause Real-Vuln fixed twins are separate trap functions, not patched code. - Task 2.2 (2026-09-05, RED first: 3 failing tests in
tests/test_variant_search.py,ImportError: match_shapes|VariantHit|search_tree; then green):variants.match_shapes(ir, shapes, facts, mechanism_ids=)matches trailing callee name + arity and requires every shape source position to carry a source of any kind (a shape learned fromrequest.argsfires on a parameter); constants and arity mismatches never match. New modulesemantic/variant_search.py(design deviation: the file plan putsearch_tree/hits_to_findingsinvariants.py, but they need the store, the overlay records andStaticFinding, whichvariants.pymust not import):search_tree(root, targets, store, facts, max_mechanisms)->SearchResult(hits, mechanisms_searched, files_searched, degradations);hits_to_findingsmerges a hit into an overlay promote/coverage record at the same path and line (mechanism_idset, no duplicate) and otherwise emitsvariant:<id>:<path>:<line>atsuspicionwith tagsvariant,mechanism:<id>and the pair provenance in the rationale.OverlayRecord.mechanism_idadded (additive). - Task 2.3 (2026-09-05, RED first: 3 of 4 tests in
tests/test_variant_scan.pyfailing — no variant finding, no overlay merge, variant not offered to the sandbox; the quick-mode test passed trivially and guards the invariant; then green):[variants] enabled=true, max_mechanisms=500config; MAP runs_search_variantsafter the overlay (standard/deep only; skipped when facts fail to load), appends variant findings, rewrites overlay.json with merged ids, and the manifest carriesvariants = {mechanisms_searched, files_searched, findings, merged_into_overlay}; in REGRESS variant findings join the candidate list after the promotions with a zero-score hotspot each, under the same safety check and cap. Verified with the fake sandbox: a variant of a project-specific sink with no inventory rule is offered. Suite 504 passed / 4 skipped, extra-free 491 / 17, statics clean, three gates PASS. - Task 3.1 (2026-09-05, RED first: 3 failing tests in
tests/test_loo.py—ModuleNotFoundError: semantic.loox2,pairs --loounknown flag; the two API tests went green on the first implementation):semantic/loo.pyevaluate_loo(cases)holds every scorable pair out once (known_limit and uncached pointer pairs skipped with a reason), seeds a temporary store from the otherseeded|reviewedpairs (advisory/title pairs are scored as targets, never teach), materializes both sides, runssearch_tree, and scores: detected when a hit lies inside the labeled function and names the labeled mechanism or sink; silent when the fixed side yields no hit;found_bylists the record id and the pairs that taught it; metrics (pairs, detected, silent, recall, silence, Youden, teaching) per slice, profile and mechanism;to_dict()is theloo.jsonartifact. Shape derivation is duplicated fromseed.py(_lessons) pending a shared helper once group 2 is accepted. First measurement, vibe-py vendored (35 pairs, 1.0 s): 11 detected (recall 0.314), 21 silent (0.600), Youden -0.086, 16 teaching pairs; per mechanism source_reaches_sink 27 pairs 9 detected / 19 silent, missing_auth_guard 4 / 2 / 2, permissive_default 3 / 0 / 0, path_join_user_input 1 / 0 / 0. The 14 leaks are the coarseexecute/1 parametershape firing on Real-Vuln's false-positive trap twins: the honest over-match rate themechanismslever (group 4) retracts on. - Review round 2 (2026-09-05) APPROVED 2.1, 2.2, 2.3 (reviewer re-simulated all three REDs, killed 11 of 12 mutants, ran the export offline in a network namespace and reproduced the counts, confirmed gates byte-identical to HEAD; judged the zero-score-hotspot candidate path a closer fit to Req 3.4 than the forced path). Suggestions carried into round 3: a test that a hit on a
demote/no-flow overlay record is not merged (the surviving mutant);search_treeskips a malformed store row withvariants_store_row_invalidinstead of aborting the scan; design §VariantSearch/§Modified Files synced (SearchResult,regress/candidate.pyuntouched);_load_variantsuses_int_value; the exporter passes line and sink together;no_labeled_functionskip reason; one sharedhotspot_from_findinghelper. - Seeding reads
PairCase.review_tierfrompair-corpus-honestytask 8.1; until it lands, sast and vibe-py rows default toadvisory/seededper that design and only vibe-py seeds. - Guard classification is heuristic and closed;
noneis allowed and reported, never used to demote.