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Week 9: AI-SDLC Release Gates, PyRIT CI/CD, CFG Output Caging & Model Extraction Defense

The five hours

  1. 01

    Concepts & system design

    60 min

    R25 — Docker image security

    R36 — Syft & Grype SBOM/scanning

    R37 — SLSA build provenance

    Read the assigned sections; map the mechanism, threat model and trade-offs.

  2. 02

    Project implementation

    120 min

    Integrate container image scanning and automated CycloneDX/SPDX SBOM generation (D12) into the build pipeline. Record pinned versions/hashes for code, containers, model weights, prompts, tool schemas, and eval datasets.

    Build, integrate, debug and improve the increment in the active project.

  3. 03

    Security lab

    60 min

    Test the build pipeline with an unpinned model artifact or unapproved license/dependency and verify D12 fails the build.

    Test the abuse case, failure path, authorization bypass or resource limit.

  4. 04

    Verification & evidence

    30 min

    Automated SBOM artifact output and build-gate failure/pass logs.

    Add or run regression tests; record the 9-point evidence record.

  5. 05

    Deliberate practice & Socratic review

    30 min

    Answer the 8 Socratic questions without notes: What? Why? How? What if? Why not? How can I prove it? Where can it break? What have I learned?

    Re-explain the hardest concept aloud, inspect one edge case, update the gap log.

  6. total5 h

Read today · inside the concepts block

R25 R36 R37

Read only the named sections needed for today's task. Reading sits inside the 60-minute concepts block; it is not extra time.

Free resources for this day

5 curated
  • docsAnchore Open Source docs
    Getting Started

    Official walkthrough of generating a CycloneDX or SPDX SBOM from a container image or filesystem with Syft, the exact artifact D12 must emit in the pipeline.

    R36checked 2026-11-11
  • videoAnchore
    One Minute Security: Build SBOM & Scan Vulns with Syft + Grype

    Shows the generate-then-scan loop on a container image (Syft for the SBOM, Grype for findings), the two-stage gate you are wiring into the build.

    R36checked 2026-11-11
  • videoAnchore
    How to Generate an SBOM from Container Images Using Syft (Tutorial)

    Focuses on reading the image layer by layer to inventory OS and language packages, which explains why scanner results differ from your lockfile.

    R36checked 2026-11-11
  • articleAnchore blog
    How Syft Scans Software to Generate SBOMs

    Explains the cataloger model and where detection stops, so you can state the scanner's limits honestly in the SBOM and pin what it cannot see (model weights, prompts).

    R36checked 2026-11-11
  • repoAnchore (GitHub)
    anchore/syft

    The CLI and library you call in CI, with the formats and attestation options needed to attach SBOMs to images and record hashes for model and prompt artifacts.

    R36checked 2026-11-11

Evidence record · 9-point standard

0/9

A lab is complete only when it produces evidence. Installing PyRIT, Garak, Presidio or TransformerLens is not completion. Saved on this device only.

Day notes

empty

The two source formulations

verbatim · nothing summarised

Project & Deliverable Target

All Projects | `D12` (AI Supply-Chain SBOM Scanner) | M1, M8

Core Implementation

Integrate container image scanning and automated CycloneDX/SPDX SBOM generation (D12) into the build pipeline. Record pinned versions/hashes for code, containers, model weights, prompts, tool schemas, and eval datasets.

Security Lab

Test the build pipeline with an unpinned model artifact or unapproved license/dependency and verify D12 fails the build.

Verification & Evidence

Automated SBOM artifact output and build-gate failure/pass logs.

Read Today (60m Concepts Block)

R25 (Docker image security), R36 (Syft & Grype SBOM/scanning), R37 (SLSA build provenance).

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