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Vladimir Moushkov
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# StellaOps Vexer Architecture
# component_architecture_vexer.md — **StellaOps Vexer** (2025Q4)
Vexer is StellaOps' vulnerability-exploitability (VEX) platform. It ingests VEX statements from multiple providers, normalizes them into canonical claims, projects trust-weighted consensus, and delivers deterministic export artifacts with signed attestations. This document summarizes the target architecture and how the current implementation maps to those goals.
> **Scope.** This document specifies the **Vexer** service: its purpose, trust model, data structures, APIs, plugin contracts, storage schema, normalization/consensus algorithms, performance budgets, testing matrix, and how it integrates with Scanner, Policy, Feedser, and the attestation chain. It is implementationready.
## 1. Solution topology
---
| Module | Purpose | Key contracts |
| --- | --- | --- |
| `StellaOps.Vexer.Core` | Domain models (`VexClaim`, `VexConsensus`, `VexExportManifest`), deterministic JSON helpers, shared abstractions (connectors, exporters, attestations). | `IVexConnector`, `IVexExporter`, `IVexAttestationClient`, `VexCanonicalJsonSerializer` |
| `StellaOps.Vexer.Policy` | Loads operator policy (weights, overrides, justification gates) and exposes snapshots for consensus. | `IVexPolicyProvider`, `IVexPolicyEvaluator`, `VexPolicyOptions` |
| `StellaOps.Vexer.Storage.Mongo` | Persistence layer for providers, raw docs, claims, consensus, exports, cache. | `IVexRawStore`, `IVexExportStore`, Mongo class maps |
| `StellaOps.Vexer.Export` | Orchestrates export pipeline (query signature → cache lookup → snapshot build → attestation handoff). | `IExportEngine`, `IVexExportDataSource` |
| `StellaOps.Vexer.Attestation` *(planned)* | Builds in-toto/DSSE envelopes and communicates with Sigstore/Rekor. | `IVexAttestationClient` |
| `StellaOps.Vexer.WebService` *(planned)* | Minimal API host for ingest/export endpoints. | `AddVexerWebService()` |
| `StellaOps.Vexer.Worker` *(planned)* | Background executor for scheduled pulls, verification, reconciliation, cache GC. | Hosted services |
## 0) Mission & role in the platform
All modules target .NET 10 preview and follow the same deterministic logging and serialization conventions as Feedser.
**Mission.** Convert heterogeneous **VEX** statements (OpenVEX, CSAF VEX, CycloneDX VEX; vendor/distro/platform sources) into **canonical, queryable claims**; compute **deterministic consensus** per *(vuln, product)*; preserve **conflicts with provenance**; publish **stable, attestable exports** that the backend uses to suppress nonexploitable findings, prioritize remaining risk, and explain decisions.
## 2. Data model
**Boundaries.**
MongoDB acts as the canonical store; collections (with logical responsibilities) are:
* Vexer **does not** decide PASS/FAIL. It supplies **evidence** (statuses + justifications + provenance weights).
* Vexer preserves **conflicting claims** unchanged; consensus encodes how we would pick, but the raw set is always exportable.
* VEX consumption is **backendonly**: Scanner never applies VEX. The backends **Policy Engine** asks Vexer for status evidence and then decides what to show.
- `vex.providers` provider metadata, trust tiers, discovery endpoints, and cosign/PGP details.
- `vex.raw` immutable raw documents (CSAF, CycloneDX VEX, OpenVEX, OCI attestations) with digests, retrieval metadata, and signature state.
- `vex.claims` normalized `VexClaim` rows; deduped on `(providerId, vulnId, productKey, docDigest)`.
- `vex.consensus` consensus projections per `(vulnId, productKey)` capturing rollup status, source weights, conflicts, and policy revision.
- `vex.exports` export manifests containing artifact digests, cache metadata, and attestation pointers.
- `vex.cache` index from `querySignature`/`format` to export digest for fast reuse.
- `vex.migrations` tracks applied storage migrations (index bootstrap, future schema updates).
---
GridFS is used for large raw payloads when necessary, and artifact stores (S3/MinIO/file) hold serialized exports referenced by `vex.exports`.
## 1) Inputs, outputs & canonical domain
## 3. Ingestion and reconciliation flow
### 1.1 Accepted input formats (ingest)
1. **Discovery & configuration** connectors load YAML/JSON settings via `StellaOps.Vexer.Policy` (provider enablement, trust overrides).
2. **Fetch** each `IVexConnector` pulls source windows, writing raw documents through `IVexRawDocumentSink` (Mongo-backed) with dedupe on digest.
3. **Verification** signatures/attestations validated through `IVexSignatureVerifier`; metadata stored alongside raw records.
4. **Normalization** format-specific `IVexNormalizer` instances translate raw payloads to canonical `VexClaim` batches.
5. **Consensus** `VexConsensusResolver` (Core) consumes claims with policy weights supplied by `IVexPolicyEvaluator`, producing deterministic consensus entries and conflict annotations.
6. **Export** query requests pass through `VexExportEngine`, generating `VexExportManifest` instances, caching by `VexQuerySignature`, and emitting artifacts for attestation/signature.
7. **Attestation & transparency** *(planned)* `IVexAttestationClient` signs exports (in-toto/DSSE) and records bundles in Rekor v2.
* **OpenVEX** JSON documents (attested or raw).
* **CSAF VEX** 2.x (vendor PSIRTs and distros commonly publish CSAF).
* **CycloneDX VEX** 1.4+ (standalone VEX or embedded VEX blocks).
* **OCIattached attestations** (VEX statements shipped as OCI referrers) — optional connectors.
The Worker coordinates the long-running steps (fetch/verify/normalize/export), while the WebService exposes synchronous APIs for on-demand operations and status lookups.
All connectors register **source metadata**: provider identity, trust tier, signature expectations (PGP/cosign/PKI), fetch windows, rate limits, and time anchors.
## 4. Policy semantics
### 1.2 Canonical model (normalized)
- **Weights** default tiers (`vendor=1.0`, `distro=0.9`, `platform=0.7`, `hub=0.5`, `attestation=0.6`) loaded via `VexPolicyOptions.Weights`, with per-provider overrides.
- **Justification gates** policy enforces that `not_affected` claims must provide a recognized justification; rejected claims are preserved as conflicts with reason metadata.
- **Diagnostics** policy snapshots carry structured issues for misconfigurations (out-of-range weights, empty overrides) surfaced to operators via logs and future CLI/Web endpoints.
Every incoming statement becomes a set of **VexClaim** records:
Policy snapshots are immutable and versioned so consensus records capture the policy revision used during evaluation.
```
VexClaim
- providerId // 'redhat', 'suse', 'ubuntu', 'github', 'vendorX'
- vulnId // 'CVE-2025-12345', 'GHSA-xxxx', canonicalized
- productKey // canonical product identity (see §2.2)
- status // affected | not_affected | fixed | under_investigation
- justification? // for 'not_affected'/'affected' where provided
- introducedVersion? // semantics per provider (range or exact)
- fixedVersion? // where provided (range or exact)
- lastObserved // timestamp from source or fetch time
- provenance // doc digest, signature status, fetch URI, line/offset anchors
- evidence[] // raw source snippets for explainability
- supersedes? // optional cross-doc chain (docDigest → docDigest)
```
## 5. Determinism & caching
### 1.3 Exports (consumption)
- JSON serialization uses `VexCanonicalJsonSerializer`, enforcing property ordering and camelCase naming for reproducible snapshots and test fixtures.
- `VexQuerySignature` produces canonical filter/order strings and SHA-256 digests, enabling cache keys shared across services.
- Export manifests reuse cached artifacts when the same signature/format is requested unless `ForceRefresh` is explicitly set.
- For scorring multiple sources on same VEX topic use - `VEXER_SCORRING.md`
* **VexConsensus** per `(vulnId, productKey)` with:
## 6. Observability & offline posture
* `rollupStatus` (after policy weights/justification gates),
* `sources[]` (winning + losing claims with weights & reasons),
* `policyRevisionId` (identifier of the Vexer policy used),
* `consensusDigest` (stable SHA256 over canonical JSON).
* **Raw claims** export for auditing (unchanged, with provenance).
* **Provider snapshots** (per source, last N days) for operator debugging.
* **Index** optimized for backend joins: `(productKey, vulnId) → (status, confidence, sourceSet)`.
- Structured logs (`ILogger`) capture correlation IDs, query signatures, provider IDs, and policy revisions. Metrics/OTel instrumentation will mirror Feedser once tracing hooks are added.
- Offline-first: connectors, policy bundles, and export caches can be bundled inside the Offline Kit; no mandatory outbound calls beyond configured provider allowlists.
- Operator tooling (CLI/WebService) will expose diagnostics (policy issues, verification failures, cache status) so air-gapped deployments maintain visibility without external telemetry.
All exports are **deterministic**, and (optionally) **attested** via DSSE and logged to Rekor v2.
## 7. Roadmap highlights
---
- Complete storage mappings for providers/consensus/cache and add migrations/indices per collection.
- Implement Rekor/in-toto attestation clients and wire export engine to produce signed bundles.
- Build WebService endpoints (`/vexer/status`, `/vexer/claims`, `/vexer/exports`) plus CLI verbs mirroring Feedser patterns.
- Provide CSAF, CycloneDX VEX, and OpenVEX normalizers along with vendor-specific connectors (Red Hat, Cisco, SUSE, MSRC, Oracle, Ubuntu, OCI attestation).
- Extend policy diagnostics with schema validation, change tracking, and operator-facing diff reports.
- Mongo bootstrapper runs ordered migrations (`vex.migrations`) to ensure indexes for raw documents, providers, consensus snapshots, exports, and cache entries.
## 2) Identity model — products & joins
## Appendix A Policy diagnostics workflow
### 2.1 Vuln identity
- `StellaOps.Vexer.Policy` now exposes `IVexPolicyDiagnostics`, producing deterministic diagnostics reports with timestamp, severity counts, active provider overrides, and the full issue list surfaced by `IVexPolicyProvider`.
- CLI/WebService layers should call `IVexPolicyDiagnostics.GetDiagnostics()` to display operator-friendly summaries (`vexer policy diagnostics` and `/vexer/policy/diagnostics` are the planned entry points).
- Recommendations in the report guide operators to resolve blocking errors, review warnings, and audit override usage before consensus runs—embed them directly in UX copy instead of re-deriving logic.
- Export/consensus telemetry should log the diagnostic `Version` alongside `policyRevisionId` so dashboards can correlate policy changes with consensus decisions.
- Offline installations can persist the diagnostics report (JSON) in the Offline Kit to document policy headroom during audits; the output is deterministic and diff-friendly.
- Use `VexPolicyBinder` when ingesting operator-supplied YAML/JSON bundles; it normalizes weight/override values, reports deterministic issues, and returns the consensus-ready `VexConsensusPolicyOptions` used by `VexPolicyProvider`.
- Reload telemetry emits `vex.policy.reloads` (tags: `revision`, `version`, `issues`) whenever a new digest is observed—feed this into dashboards to correlate policy changes with consensus outcomes.
* Accepts **CVE**, **GHSA**, vendor IDs (MSRC, RHSA…), distro IDs (DSA/USN/RHSA…) — normalized to `vulnId` with alias sets.
* **Alias graph** maintained (from Feedser) to map vendor/distro IDs → CVE (primary) and to **GHSA** where applicable.
### 2.2 Product identity (`productKey`)
* **Primary:** `purl` (Package URL).
* **Secondary links:** `cpe`, **OS package NVRA/EVR**, NuGet/Maven/Golang identity, and **OS package name** when purl unavailable.
* **Fallback:** `oci:<registry>/<repo>@<digest>` for imagelevel VEX.
* **Special cases:** kernel modules, firmware, platforms → providerspecific mapping helpers (connector captures providers product taxonomy → canonical `productKey`).
> Vexer does not invent identities. If a provider cannot be mapped to purl/CPE/NVRA deterministically, we keep the native **product string** and mark the claim as **nonjoinable**; the backend will ignore it unless a policy explicitly whitelists that provider mapping.
---
## 3) Storage schema (MongoDB)
Database: `vexer`
### 3.1 Collections
**`vex.providers`**
```
_id: providerId
name, homepage, contact
trustTier: enum {vendor, distro, platform, hub, attestation}
signaturePolicy: { type: pgp|cosign|x509|none, keys[], certs[], cosignKeylessRoots[] }
fetch: { baseUrl, kind: http|oci|file, rateLimit, etagSupport, windowDays }
enabled: bool
createdAt, modifiedAt
```
**`vex.raw`** (immutable raw documents)
```
_id: sha256(doc bytes)
providerId
uri
ingestedAt
contentType
sig: { verified: bool, method: pgp|cosign|x509|none, keyId|certSubject, bundle? }
payload: GridFS pointer (if large)
disposition: kept|replaced|superseded
correlation: { replaces?: sha256, replacedBy?: sha256 }
```
**`vex.claims`** (normalized rows; dedupe on providerId+vulnId+productKey+docDigest)
```
_id
providerId
vulnId
productKey
status
justification?
introducedVersion?
fixedVersion?
lastObserved
docDigest
provenance { uri, line?, pointer?, signatureState }
evidence[] { key, value, locator }
indices:
- {vulnId:1, productKey:1}
- {providerId:1, lastObserved:-1}
- {status:1}
- text index (optional) on evidence.value for debugging
```
**`vex.consensus`** (rollups)
```
_id: sha256(canonical(vulnId, productKey, policyRevision))
vulnId
productKey
rollupStatus
sources[]: [
{ providerId, status, justification?, weight, lastObserved, accepted:bool, reason }
]
policyRevisionId
evaluatedAt
consensusDigest // same as _id
indices:
- {vulnId:1, productKey:1}
- {policyRevisionId:1, evaluatedAt:-1}
```
**`vex.exports`** (manifest of emitted artifacts)
```
_id
querySignature
format: raw|consensus|index
artifactSha256
rekor { uuid, index, url }?
createdAt
policyRevisionId
cacheable: bool
```
**`vex.cache`**
```
querySignature -> exportId (for fast reuse)
ttl, hits
```
**`vex.migrations`**
* ordered migrations applied at bootstrap to ensure indexes.
### 3.2 Indexing strategy
* Hot path queries use exact `(vulnId, productKey)` and timebounded windows; compound indexes cover both.
* Providers list view by `lastObserved` for monitoring staleness.
* `vex.consensus` keyed by `(vulnId, productKey, policyRevision)` for deterministic reuse.
---
## 4) Ingestion pipeline
### 4.1 Connector contract
```csharp
public interface IVexConnector
{
string ProviderId { get; }
Task FetchAsync(VexConnectorContext ctx, CancellationToken ct); // raw docs
Task NormalizeAsync(VexConnectorContext ctx, CancellationToken ct); // raw -> VexClaim[]
}
```
* **Fetch** must implement: window scheduling, conditional GET (ETag/IfModifiedSince), rate limiting, retry/backoff.
* **Normalize** parses the format, validates schema, maps product identities deterministically, emits `VexClaim` records with **provenance**.
### 4.2 Signature verification (per provider)
* **cosign (keyless or keyful)** for OCI referrers or HTTPserved JSON with Sigstore bundles.
* **PGP** (provider keyrings) for distro/vendor feeds that sign docs.
* **x509** (mutual TLS / providerpinned certs) where applicable.
* Signature state is stored on **vex.raw.sig** and copied into **provenance.signatureState** on claims.
> Claims from sources failing signature policy are marked `"signatureState.verified=false"` and **policy** can downweight or ignore them.
### 4.3 Time discipline
* For each doc, prefer **providers document timestamp**; if absent, use fetch time.
* Claims carry `lastObserved` which drives **tiebreaking** within equal weight tiers.
---
## 5) Normalization: product & status semantics
### 5.1 Product mapping
* **purl** first; **cpe** second; OS package NVRA/EVR mapping helpers (distro connectors) produce purls via canonical tables (e.g., rpm→purl:rpm, deb→purl:deb).
* Where a provider publishes **platformlevel** VEX (e.g., “RHEL 9 not affected”), connectors expand to known product inventory rules (e.g., map to sets of packages/components shipped in the platform). Expansion tables are versioned and kept per provider; every expansion emits **evidence** indicating the rule applied.
* If expansion would be speculative, the claim remains **platformscoped** with `productKey="platform:redhat:rhel:9"` and is flagged **nonjoinable**; backend can decide to use platform VEX only when Scanner proves the platform runtime.
### 5.2 Status + justification mapping
* Canonical **status**: `affected | not_affected | fixed | under_investigation`.
* **Justifications** normalized to a controlled vocabulary (CISAaligned), e.g.:
* `component_not_present`
* `vulnerable_code_not_in_execute_path`
* `vulnerable_configuration_unused`
* `inline_mitigation_applied`
* `fix_available` (with `fixedVersion`)
* `under_investigation`
* Providers with freetext justifications are mapped by deterministic tables; raw text preserved as `evidence`.
---
## 6) Consensus algorithm
**Goal:** produce a **stable**, explainable `rollupStatus` per `(vulnId, productKey)` given possibly conflicting claims.
### 6.1 Inputs
* Set **S** of `VexClaim` for the key.
* **Vexer policy snapshot**:
* **weights** per provider tier and per provider overrides.
* **justification gates** (e.g., require justification for `not_affected` to be acceptable).
* **minEvidence** rules (e.g., `not_affected` must come from ≥1 vendor or 2 distros).
* **signature requirements** (e.g., require verified signature for fixed to be considered).
### 6.2 Steps
1. **Filter invalid** claims by signature policy & justification gates → set `S'`.
2. **Score** each claim:
`score = weight(provider) * freshnessFactor(lastObserved)` where freshnessFactor ∈ [0.8, 1.0] for staleness decay (configurable; small effect).
3. **Aggregate** scores per status: `W(status) = Σ score(claims with that status)`.
4. **Pick** `rollupStatus = argmax_status W(status)`.
5. **Tiebreakers** (in order):
* Higher **max single** provider score wins (vendor > distro > platform > hub).
* More **recent** lastObserved wins.
* Deterministic lexicographic order of status (`fixed` > `not_affected` > `under_investigation` > `affected`) as final tiebreaker.
6. **Explain**: mark accepted sources (`accepted=true; reason="weight"`/`"freshness"`), mark rejected sources with explicit `reason` (`"insufficient_justification"`, `"signature_unverified"`, `"lower_weight"`).
> The algorithm is **pure** given S and policy snapshot; result is reproducible and hashed into `consensusDigest`.
---
## 7) Query & export APIs
All endpoints are versioned under `/api/v1/vex`.
### 7.1 Query (online)
```
POST /claims/search
body: { vulnIds?: string[], productKeys?: string[], providers?: string[], since?: timestamp, limit?: int, pageToken?: string }
→ { claims[], nextPageToken? }
POST /consensus/search
body: { vulnIds?: string[], productKeys?: string[], policyRevisionId?: string, since?: timestamp, limit?: int, pageToken?: string }
→ { entries[], nextPageToken? }
POST /resolve
body: { purls: string[], vulnIds: string[], policyRevisionId?: string }
→ { results: [ { vulnId, productKey, rollupStatus, sources[] } ] }
```
### 7.2 Exports (cacheable snapshots)
```
POST /exports
body: { signature: { vulnFilter?, productFilter?, providers?, since? }, format: raw|consensus|index, policyRevisionId?: string, force?: bool }
→ { exportId, artifactSha256, rekor? }
GET /exports/{exportId} → bytes (application/json or binary index)
GET /exports/{exportId}/meta → { signature, policyRevisionId, createdAt, artifactSha256, rekor? }
```
### 7.3 Provider operations
```
GET /providers → provider list & signature policy
POST /providers/{id}/refresh → trigger fetch/normalize window
GET /providers/{id}/status → last fetch, doc counts, signature stats
```
**Auth:** servicetoservice via Authority tokens; operator operations via UI/CLI with RBAC.
---
## 8) Attestation integration
* Exports can be **DSSEsigned** via **Signer** and logged to **Rekor v2** via **Attestor** (optional but recommended for regulated pipelines).
* `vex.exports.rekor` stores `{uuid, index, url}` when present.
* **Predicate type**: `https://stella-ops.org/attestations/vex-export/1` with fields:
* `querySignature`, `policyRevisionId`, `artifactSha256`, `createdAt`.
---
## 9) Configuration (YAML)
```yaml
vexer:
mongo: { uri: "mongodb://mongo/vexer" }
s3:
endpoint: http://minio:9000
bucket: stellaops
policy:
weights:
vendor: 1.0
distro: 0.9
platform: 0.7
hub: 0.5
attestation: 0.6
providerOverrides:
redhat: 1.0
suse: 0.95
requireJustificationForNotAffected: true
signatureRequiredForFixed: true
minEvidence:
not_affected:
vendorOrTwoDistros: true
connectors:
- providerId: redhat
kind: csaf
baseUrl: https://access.redhat.com/security/data/csaf/v2/
signaturePolicy: { type: pgp, keys: [ "…redhat-pgp-key…" ] }
windowDays: 7
- providerId: suse
kind: csaf
baseUrl: https://ftp.suse.com/pub/projects/security/csaf/
signaturePolicy: { type: pgp, keys: [ "…suse-pgp-key…" ] }
- providerId: ubuntu
kind: openvex
baseUrl: https://…/vex/
signaturePolicy: { type: none }
- providerId: vendorX
kind: cyclonedx-vex
ociRef: ghcr.io/vendorx/vex@sha256:…
signaturePolicy: { type: cosign, cosignKeylessRoots: [ "sigstore-root" ] }
```
---
## 10) Security model
* **Input signature verification** enforced per provider policy (PGP, cosign, x509).
* **Connector allowlists**: outbound fetch constrained to configured domains.
* **Tenant isolation**: pertenant DB prefixes or separate DBs; pertenant S3 prefixes; pertenant policies.
* **AuthN/Z**: Authorityissued OpToks; RBAC roles (`vex.read`, `vex.admin`, `vex.export`).
* **No secrets in logs**; deterministic logging contexts include providerId, docDigest, claim keys.
---
## 11) Performance & scale
* **Targets:**
* Normalize 10k VEX claims/minute/core.
* Consensus compute ≤50ms for 1k unique `(vuln, product)` pairs in hot cache.
* Export (consensus) 1M rows in ≤60s on 8 cores with streaming writer.
* **Scaling:**
* WebService handles control APIs; **Worker** background services (same image) execute fetch/normalize in parallel with ratelimits; Mongo writes batched; upserts by natural keys.
* Exports stream straight to S3 (MinIO) with rolling buffers.
* **Caching:**
* `vex.cache` maps query signatures → export; TTL to avoid stampedes; optimistic reuse unless `force`.
---
## 12) Observability
* **Metrics:**
* `vex.ingest.docs_total{provider}`
* `vex.normalize.claims_total{provider}`
* `vex.signature.failures_total{provider,method}`
* `vex.consensus.conflicts_total{vulnId}`
* `vex.exports.bytes{format}` / `vex.exports.latency_seconds`
* **Tracing:** spans for fetch, verify, parse, map, consensus, export.
* **Dashboards:** provider staleness, top conflicting vulns/components, signature posture, export cache hitrate.
---
## 13) Testing matrix
* **Connectors:** golden raw docs → deterministic claims (fixtures per provider/format).
* **Signature policies:** valid/invalid PGP/cosign/x509 samples; ensure rejects are recorded but not accepted.
* **Normalization edge cases:** platformonly claims, freetext justifications, nonpurl products.
* **Consensus:** conflict scenarios across tiers; check tiebreakers; justification gates.
* **Performance:** 1Mrow export timing; memory ceilings; stream correctness.
* **Determinism:** same inputs + policy → identical `consensusDigest` and export bytes.
* **API contract tests:** pagination, filters, RBAC, rate limits.
---
## 14) Integration points
* **Backend Policy Engine** (in Scanner.WebService): calls `POST /resolve` with batched `(purl, vulnId)` pairs to fetch `rollupStatus + sources`.
* **Feedser**: provides alias graph (CVE↔vendor IDs) and may supply VEXadjacent metadata (e.g., KEV flag) for policy escalation.
* **UI**: VEX explorer screens use `/claims/search` and `/consensus/search`; show conflicts & provenance.
* **CLI**: `stellaops vex export --consensus --since 7d --out vex.json` for audits.
---
## 15) Failure modes & fallback
* **Provider unreachable:** stale thresholds trigger warnings; policy can downweight stale providers automatically (freshness factor).
* **Signature outage:** continue to ingest but mark `signatureState.verified=false`; consensus will likely exclude or downweight per policy.
* **Schema drift:** unknown fields are preserved as `evidence`; normalization rejects only on **invalid identity** or **status**.
---
## 16) Rollout plan (incremental)
1. **MVP**: OpenVEX + CSAF connectors for 3 major providers (e.g., Red Hat/SUSE/Ubuntu), normalization + consensus + `/resolve`.
2. **Signature policies**: PGP for distros; cosign for OCI.
3. **Exports + optional attestation**.
4. **CycloneDX VEX** connectors; platform claim expansion tables; UI explorer.
5. **Scale hardening**: export indexes; conflict analytics.
---
## 17) Appendix — canonical JSON (stable ordering)
All exports and consensus entries are serialized via `VexCanonicalJsonSerializer`:
* UTF8 without BOM;
* keys sorted (ASCII);
* arrays sorted by `(providerId, vulnId, productKey, lastObserved)` unless semantic order mandated;
* timestamps in `YYYYMMDDThh:mm:ssZ`;
* no insignificant whitespace.
This architecture keeps Vexer aligned with StellaOps' deterministic, offline-operable design while layering VEX-specific consensus and attestation capabilities on top of the Feedser foundations.