Requirements approved, design and tasks generated. 47 criteria, all traced; 13 tasks in 6 groups. The design is deliberately conservative. The model layer joins as ONE STAGE INSIDE MAP, beside the obligations checker it most resembles -- which already takes entry points, produces findings and merges them. Findings are added, never substituted; the pattern and overlay paths keep working; a machine without Joern scans exactly as it does today. Nothing here is allowed to make the tool worse for someone who does not have the engine. Two decisions carry the most weight. One CPG per scan rather than per region: a build is 5-30s on an excerpt and is the dominant cost at repository scale, so per-region builds would make this unusable. And one total budget rather than the enumerator's per-region cap of eight, which is meaningless across thousands of regions; the budget is spent highest-rank-first and whatever it does not reach is counted and reported, never silently truncated. Task 2.2 is a go/no-go and comes before shipping: the first scan of a pinned known-vulnerable checkout is a measurement nobody has taken, and if one CPG per repository proves infeasible the region and budget design changes shape. Better to learn that before groups 3-6 are built on it. Group 5 (corpus) is last on purpose. The binding constraint today is reachability, not corpus size -- 198 of 238 OWASP pairs went unvendored because volume without readability makes every number worse. The task preamble carries the predecessor's two hard-won habits: audit sibling paths in the same commit as any routing or matching change (five bugs shared that shape, each caught by a measurement rather than a check), and run the whole CI list rather than the parts one remembers (CI was red for a session because `ruff check` passing was taken as evidence for `ruff format --check`). Not approved for implementation. Co-Authored-By: Claude Opus 5 (1M context) <[email protected]> Claude-Session: https://claude.ai/code/session_01T7XD7x5KonMdmGRkp63EQG
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Design Document: contributor-scan
Overview
model-grounded-detection built an arbiter and measured it at 90.0% pair-correct / 6.7% leak on vibe-py. It
has zero production callers. This feature makes it reachable, and makes it work on a repository rather
than on a labelled function.
The shape is deliberately conservative: the model layer joins the existing scan as one more stage inside MAP, beside the obligations checker it most resembles, and adds findings rather than replacing any. The pattern and overlay paths keep working exactly as they do today, the gates stay byte-identical, and a machine without a CPG engine scans exactly as it does now. Nothing in this design is allowed to make the tool worse for someone who does not have Joern.
Goals
- A finding with a rung reaches a user through
ousast scan. - Regions come from entry points, not from a label a contributor cannot supply.
- Ranking and budget hold at repository scale.
- The performance envelope is measured on a real checkout, not asserted.
Non-Goals
- New arbiters or families — the three forms exist and are measured.
- Any optimiser, prompt search, or K-run averaging. The predecessor deleted that machinery; this does not reintroduce it by another name.
- Building a sandbox. Req 10 of the predecessor stands: adopt, never build.
- Changing the gates, the taxonomy, or the fact-table schema.
Boundary Commitments
This Spec Owns
model/regions.py— entry points and file fallbacks to regions, with the family routing for each.model/scan.py— the repository-level driver: rank, budget, dispatch tomodel/pipeline, collect.- The
Stage.MAPwiring incli.pyand the scan's model-layer payload and report section. benchmarks/repos/— pinned known-vulnerable checkouts and their baselines.- The decisions in Req 7 and their record.
Out of Boundary
model/pipeline,taint,dominance,config_value,ladder,specs,candidates— built, measured, used unchanged. If this feature needs to change one, that is a signal the change belongs in its own commit with its own measurement.mapping.analyze_entry_points, the overlay, the obligations checker, the gates — untouched.
Allowed Dependencies
- Core: standard library.
dependencies = []unchanged. - Optional and capability-detected, each degrading to a recorded reason: the CPG engine (Joern), the LLM endpoint, any execution tier.
Revalidation Triggers
- Any gate output moving (Req 1.4).
- A scan on a machine without Joern behaving differently from today (Req 1.3).
- The repository baseline losing a previously-entailed finding (Req 10.3).
Architecture
Existing Architecture Analysis
ousast scan runs policy_load → ruleset_load → preprocess → entry_point_mapping → rank → calibrate → STATIC → MAP → REGRESS → report. Inside MAP it already builds a complexity map, runs the overlay, and — the
closest analogue to what we are adding — runs _check_obligations(root, targets, entries, facts, settings, runtime, hunter_model), which takes entry points, produces findings, and merges them by re-ranking.
The model layer slots in exactly there, with the same shape and the same failure discipline. entry_points
is already computed at line ~249 and carries what region selection needs: path, line, end_line,
function_name, access_level, trust_boundary.
Boundary Map
flowchart TD
EP[entry_point_mapping<br/>existing, untouched] --> REG[model/regions<br/>regions + families]
REG --> RANK[model/scan<br/>rank, budget]
RANK --> CPG[cpg.build once per repo]
CPG --> PIPE[model/pipeline.scan_region<br/>existing, unchanged]
PIPE --> F[findings with rungs]
F --> MERGE[merge beside pattern/overlay/obligation findings]
CPG -. absent .-> SKIP[stage skipped, cpg_unavailable recorded]
RANK -. budget spent .-> REPORT[unjudged count reported]
Key Decisions
| Decision | Choice | Why |
|---|---|---|
| Where it runs | a stage inside Stage.MAP |
it needs entry points, which MAP has; it mirrors the obligations checker exactly |
| CPG lifetime | one build per scan, reused across regions | a build is 5–30s on an excerpt and the dominant cost at repo scale; per-region builds would make this unusable |
| Region source | entry points, file fallback | Req 2; a contributor has no labelled function |
| Family routing | by region shape and language, from the specs that exist | Req 2.3; asking every family of every region is the unbounded version |
| Budget | one total per scan, spent highest-rank-first | Req 3.2; the enumerator's per-region cap of 8 is meaningless across thousands of regions |
| Ordering | rung first, then rank | Req 3.1; what the model established outranks what the LLM proposed |
| Merge | additive | Req 1.2; removing an existing finding is a product change nobody asked for |
File Structure Plan
New
src/openultrasast/model/
├── regions.py # EntryPointRecord|FileTarget -> Region + the families that region admits
└── scan.py # repo driver: rank regions, hold the budget, drive pipeline, collect findings
benchmarks/repos/
├── README.md # what a pinned checkout is for and how a baseline is regenerated
└── <repo>.toml # pinned url + commit + the known CVE and where it lives
Changed
cli.py— amodelstage inside MAP, mirroring_check_obligations; its payload into the manifest and a report section.model/report.py— a per-rung summary block for a scan (it currently reports per-slice for corpus runs).config.py— aModelConfig-style block: enabled, budget, max regions. Zero-dep, defaults conservative.
Unchanged and load-bearing
model/pipeline, taint, dominance, config_value, specs, candidates, ladder; mapping; the three
gates; redaction.
Components and Interfaces
model/regions.py
@dataclass(frozen=True)
class ScanRegion:
"""Where to look, and what to look for there."""
path: str
function: str | None # None for a file-level fallback region
families: tuple[str, ...] # only the families this region's shape and language admit
rank: float # from the entry point's access level and trust boundary
source: str # "entry_point" | "file_fallback"
def regions_for(entries, targets, *, taxonomy, language_of) -> tuple[ScanRegion, ...]
Ranking uses what EntryPointRecord already carries — an externally-reachable entry point at a trust
boundary outranks an internal one — rather than inventing a new signal.
model/scan.py
@dataclass(frozen=True)
class ScanBudget:
"""A total for the run, not a per-region cap."""
max_model_calls: int = 200
max_regions: int = 500
@dataclass(frozen=True)
class ModelScanResult:
findings: tuple[ModelFinding, ...]
by_rung: Mapping[str, int]
regions_scanned: int
regions_unjudged: int # Req 3.3: reported, never silently truncated
model_calls: int
cost_usd: float
degradations: tuple[Mapping[str, object], ...]
def scan_repository(root, regions, *, backend, specs, client, model, budget) -> ModelScanResult
One CPG for the run; regions consumed in rank order; the budget decremented per model call and checked before
each; everything past exhaustion counted into regions_unjudged.
Error Handling
| Condition | Behaviour | Recorded |
|---|---|---|
| No CPG engine | stage skipped, scan otherwise identical to today | cpg_unavailable |
| CPG build fails on the repo | stage skipped, other stages proceed | cpg_build_failed + stage |
| A region's query times out | that region yields nothing, the scan continues | cpg_query_timeout |
| Budget exhausted | stop asking; count the rest | budget_exhausted + regions_unjudged |
| No LLM endpoint | entailment still reported; suspicion band unasked | learning_endpoint_unavailable |
Requirements Traceability
| Criteria | Delivered by |
|---|---|
| 1.1, 1.2 | the model stage in MAP; findings merged additively |
| 1.3 | capability probe; stage skipped with cpg_unavailable |
| 1.4 | the committed gate baseline, re-run before and after |
| 1.5 | ModelScanResult.by_rung into the manifest and report |
| 2.1, 2.2 | regions_for over entry_points, file fallback recorded in ScanRegion.source |
| 2.3 | ScanRegion.families from region shape and language |
| 2.4 | no function label on the scan path; ScanRegion.function may be None |
| 3.1 | ordering by rung, then rank |
| 3.2, 3.4 | ScanBudget total, regions consumed in rank order |
| 3.3 | regions_unjudged + budget_exhausted |
| 3.5 | cost_usd, elapsed in the manifest |
| 4.1–4.5 | benchmarks/repos/ pinned checkouts; a measurement recording build time, wall-clock, peak memory, rungs, cost, and whether the known CVE was found |
| 5.1, 5.2 | rung + witness + path:line on every finding; the report states what suspicion means |
| 5.3 | findings to the writable output, never the analysed tree |
| 5.4 | model/report.py scan summary |
| 6.1–6.5 | the image built and verified; wrappers; read-only mount; network off; pinned + checksummed engine |
| 7.1, 7.2, 7.3 | the two decisions recorded in this spec's notes with their reasons |
| 8.1, 8.2 | model/report.py per-slice + overfitting gap, already built |
| 8.3, 8.4 | redaction on every prompt; capability detection throughout |
| 8.5 | the sibling-audit step in task 1.1 |
| 9.1–9.7 | the corpus tasks, each gated on a read-check before vendoring |
| 10.1–10.4 | benchmarks/repos/ baselines, delta reporting, engine version recorded |
Migration and Phases
- Wire it (Req 1, 2). Regions, the MAP stage, findings with rungs reaching a report. Gate-protected. Nothing else matters until a user can see a rung.
- Scale it (Req 3, 4). Budget and ranking, then the first run against a pinned known-vulnerable checkout — the measurement that has never been taken and can reshape the rest.
- Ship it (Req 5, 6). Contributor output; build and verify the image that is currently only defined.
- Close the deferred (Req 7). The memory decision; retire
evidence_level. - Grow the corpus (Req 9). PHP/WordPress first — the families the model arbitrates best. C CVEs only after 7.1.
- Regression baselines (Req 10).
Phase 2 is the one that can invalidate the rest: if a CPG build on a real repository is infeasible, the region/budget design changes shape and it is better to learn that before phases 3–6 are built on it.