AI Stack Threat Matrix & Pipeline Hardening Auditor

1. Supply Chain UNPROTECTED

Base Image

Model Weights Source

Cosign / Sigstore Attestation Enforce CycloneDX SBOM Scan

2. Dev Environment UNPROTECTED

CI Runner Isolation

Secrets Injection

Enforce Non-Root devcontainer TruffleHog & Semgrep Hooks

3. Model Layer UNPROTECTED

Inference Guard Engine

Vector Anomaly & Poison Filter Active Prompt Shield Layer Automated PII Token Masking

4. Runtime Container UNPROTECTED

Container User

Egress Network Control

Read-Only Root Filesystem Drop All Linux Capabilities

Attack Path & Exploit Traversal Simulation

Ready: Click 'Simulate Breach'

Unmitigated Critical Paths 3

Recommended Fixes 5

Pillar 1 Defense 25%

Pillar 2 Defense 15%

Pillar 3 Defense 30%

Pillar 4 Defense 10%

# Generating live remediation patch...