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git.stella-ops.org/docs/benchmarks/smart-diff-wii.md
master 8bbfe4d2d2 feat(rate-limiting): Implement core rate limiting functionality with configuration, decision-making, metrics, middleware, and service registration
- Add RateLimitConfig for configuration management with YAML binding support.
- Introduce RateLimitDecision to encapsulate the result of rate limit checks.
- Implement RateLimitMetrics for OpenTelemetry metrics tracking.
- Create RateLimitMiddleware for enforcing rate limits on incoming requests.
- Develop RateLimitService to orchestrate instance and environment rate limit checks.
- Add RateLimitServiceCollectionExtensions for dependency injection registration.
2025-12-17 18:02:37 +02:00

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# Smart-Diff Weighted Impact Index (WII)
**Source Advisory:** `docs/product-advisories/unprocessed/16-Dec-2025 - SmartDiff Meets CallStack Reachability.md`
**Status:** Processed 2025-12-17
## Overview
The Weighted Impact Index (WII) is a composite score (0-100) that combines Smart-Diff semantic analysis with call-stack reachability to measure the runtime risk of code changes. It proves not just "what changed" but "how risky the change is in reachable code."
## Core Concepts
### Inputs
1. **Smart-Diff Output** - Semantic differences between artifact states
2. **Call Graph** - Symbol nodes with call edges
3. **Entrypoints** - HTTP routes, jobs, message handlers
4. **Runtime Heat** - pprof, APM, or eBPF execution frequency data
5. **Advisory Data** - CVSS v4, EPSS v4 scores
### WII Scoring Model
The WII uses 8 weighted features per diff unit:
| Feature | Weight | Description |
|---------|--------|-------------|
| `Δreach_len` | 0.25 | Change in shortest reachable path length |
| `Δlib_depth` | 0.10 | Change in library call depth |
| `exposure` | 0.15 | Public/external-facing API |
| `privilege` | 0.15 | Path crosses privileged sinks |
| `hot_path` | 0.15 | Frequently executed (runtime evidence) |
| `cvss_v4` | 0.10 | Normalized CVSS v4 severity |
| `epss_v4` | 0.10 | Exploit probability |
| `guard_coverage` | -0.10 | Sanitizers/validations reduce score |
### Determinism Bonus
When `reachability == true` AND (`cvss_v4 > 0.7` OR `epss_v4 > 0.5`), add +5 bonus for "evidence-linked determinism."
### Formula
```
WII = clamp(0, 1, Σ(w_i × feature_i_normalized)) × 100
```
## Data Structures
### DiffUnit
```json
{
"unitId": "pkg:npm/lodash@4.17.21#function:merge",
"change": "modified",
"before": {"hash": "sha256:abc...", "attrs": {}},
"after": {"hash": "sha256:def...", "attrs": {}},
"features": {
"reachable": true,
"reachLen": 3,
"libDepth": 2,
"exposure": true,
"privilege": false,
"hotPath": true,
"cvssV4": 0.75,
"epssV4": 0.45,
"guardCoverage": false
},
"wii": 68
}
```
### Artifact-Level WII
Two metrics for artifact-level impact:
- `max(WII_unit)` - Spike impact (single highest risk change)
- `p95(WII_unit)` - Broad impact (distribution of risk)
## DSSE Attestation
The WII is emitted as a DSSE-signed attestation:
```json
{
"_type": "https://in-toto.io/Statement/v1",
"subject": [{"name": "ghcr.io/acme/app:1.9.3", "digest": {"sha256": "..."}}],
"predicateType": "https://stella-ops.org/attestations/smart-diff-wii@v1",
"predicate": {
"artifactBefore": {"digest": {"sha256": "..."}},
"artifactAfter": {"digest": {"sha256": "..."}},
"evidence": {
"sbomBefore": {"digest": {"sha256": "..."}},
"sbomAfter": {"digest": {"sha256": "..."}},
"callGraph": {"digest": {"sha256": "..."}},
"runtimeHeat": {"optional": true, "digest": {"sha256": "..."}}
},
"units": [...],
"aggregateWII": {
"max": 85,
"p95": 62,
"mean": 45
}
}
}
```
## Pipeline Integration
1. **Collect** - Build call graph, import SBOMs, CVE/EPSS data
2. **Diff** - Run Smart-Diff to generate `DiffUnit[]`
3. **Enrich** - Query reachability engine per unit
4. **Score** - Compute per-unit and aggregate WII
5. **Attest** - Emit DSSE statement with evidence URIs
6. **Store** - Proof-Market Ledger (Rekor) + PostgreSQL
## Use Cases
### CI/CD Gates
```yaml
# .github/workflows/security.yml
- name: Smart-Diff WII Check
run: |
stellaops smart-diff \
--base ${{ env.BASE_IMAGE }} \
--target ${{ env.TARGET_IMAGE }} \
--wii-threshold 70 \
--fail-on-threshold
```
### Risk Prioritization
Sort changes by WII for review prioritization:
```bash
stellaops smart-diff show \
--sort wii \
--format table
```
### Attestation Verification
```bash
stellaops verify-attestation \
--input smart-diff-wii.json \
--predicate-type smart-diff-wii@v1
```
## Related Documentation
- [Smart-Diff CLI Reference](../cli/smart-diff-cli.md)
- [Reachability Analysis](./reachability-analysis.md)
- [DSSE Attestation Format](../api/dsse-format.md)