What is auto-PR generation from upstream changelog signals — and what is the AI-generated-code-times-supply-chain-attestation problem distinctive to this skill?

A multi-location operator running 32 AI agents depends on 50+ vendor APIs. Upstream changelogs are ingested by #569 sibling skill + drift detected by #562 sibling skill. When a P0 breaking-change or P1 additive-non-breaking change requires code changes downstream, the team has three options: (1) merge LLM-generated patches without supply-chain provenance and accept the trust deficit; (2) require human-only edits and accept the cycle-time cost; or (3) ship LLM-generated patches with SLSA Level 3+ build provenance + in-toto attestation + Sigstore signing + SBOM CycloneDX/SPDX + per-PR Sigstore policy controller verification + per-CI ephemeral OIDC token. The four-skill bundle on the integration-drift-monitor agent — Plan, Generate, Attest, Audit — sits above the per-repo + LLM + CI substrate and writes a per-PR canonical record. The operationally distinctive anchor: EU AI Act Article 50 transparency for AI-generated code + Executive Order 14028 + NIST SP 800-218 Secure Software Development Framework (SSDF v1.1) + CISA Secure by Design + SLSA v1.0 + in-toto + Sigstore all converge on the same auto-generated PR. Plus per-LLM output license (OpenAI Terms output ownership + Anthropic ToS + Mistral Apache 2.0 + Llama license) intersect per-repo license compatibility (MIT + Apache 2.0 + GPL + LGPL + BSD + MPL + AGPL).

How does Plan + Generate work across AI-generated PR with supply-chain provenance?

Plan runs per-portfolio per-repo per-PR severity-tier routing from #562 sibling response-shape drift detection: P0 breaking-change immediate page + P1 additive non-breaking 72-hour PR + P2 deprecation 7-day PR + P3 format-only 30-day PR + P4 documentation-only. Per-PR identifies affected files + affected functions + downstream agent dependency + downstream test surface + per-PR rollback strategy (API version pin + canary + blue-green + feature-flag ensemble). Per-PR sets reviewers + assignees + labels + milestone + project-board + Linear/Jira ticket linkage. Per-PR documents change rationale tied back to #569 canonical changelog event. Generate runs per-vendor LLM code generation (OpenAI Codex + Anthropic Claude + Mistral Codestral + Google CodeGemma) with per-vendor zero-retention + per-LLM output license attestation + per-repo license compatibility check (MIT + Apache 2.0 + GPL + LGPL + BSD + MPL + AGPL + ISC + Unlicense compatibility matrix). Per-PR includes: Conventional Commits commit message + Semantic Versioning bump if needed + Keep a Changelog v1.1.0 changelog entry + updated tests + updated docs + updated SBOM. Per-CI pre-commit hooks (Husky + Lint-staged + Commitlint + Commitizen + git-secrets + Gitleaks + truffleHog secret-scanning) run before commit.

What does Attest + Audit do?

Attest runs per-PR supply-chain provenance: SLSA v1.0 Level 3+ build provenance attestation generated during CI + in-toto attestation framework recording every build step + Sigstore Fulcio code-signing certificate authority + Sigstore Rekor transparency log entry + Sigstore gitsign signed commits + GUAC graph for understanding artifact composition + Software Heritage permanent archive snapshot + SBOM generation (CycloneDX + SPDX + SWID) via Anchore Syft + Grype + Trivy + Snyk Code + Semgrep + CodeQL + Sonar + Checkmarx + Veracode SAST/SCA scan + Docker Content Trust + Notary v2 image signing if container artifact + per-CI ephemeral OIDC token (GitHub Actions OIDC + GitLab CI OIDC + CircleCI OIDC) avoiding long-lived secrets + Sigstore policy controller verifying every PR + per-PR-required Conventional Code Review + per-PR-required CI green + per-PR-required SAST/SCA pass + per-PR-required SBOM update + per-PR-required SLSA attestation present + per-PR-required Sigstore verification + per-PR-required reviewer approval + per-PR auto-merge policy. OpenSSF Scorecard + OpenSSF Allstar + OpenSSF Best Practices Badge audit. Audit writes a per-PR WORM canonical record: severity-tier snapshot + #562/#569 handoff confirmation + per-LLM output license attestation + per-repo license compatibility result + Conventional Commits message + Sigstore signature + SLSA attestation + in-toto attestation + SBOM CycloneDX/SPDX + Rekor transparency-log entry + GUAC graph snapshot + Software Heritage archive ID + OpenSSF Scorecard result + per-CI ephemeral OIDC attestation + per-PR reviewer + CI green snapshot + auto-merge policy snapshot. Storage: AWS S3 Object Lock + Azure Blob immutable + Google Cloud Storage Bucket Lock + Wasabi WORM. Retention stacks (longest applicable): 7-year FTC + 7-year IRS + 6-year SEC + 3-year FINRA + 7-year SOX + EO 14028 compliance retention + NIST SP 800-218 SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.

What does this skill connect to on the integration-drift-monitor agent and across the swarm?

On the integration-drift-monitor agent: integration-drift-monitor (parent commercial pillar) + vendor changelog feed ingestion at scale (#569 sibling build-pillar — UPSTREAM canonical changelog source) + response-shape drift detection for marketing-ops vendor APIs (#562 sibling build-pillar — UPSTREAM severity-routed drift signal) + tiered auto-remediation for vendor API drift + multi-vendor API lifecycle management with deprecation countdown + marketing-stack integration health. Across the swarm: api-response-shape-drift-detection (parent commercial) + governance-decision-router five-destination routing + master-record + chat-deflection compliance. Build-pillar siblings: tiered pre-filter deterministic gates for AI content compliance + marketing AI autonomy profile configuration + per-platform compliance gating for social posts (#564 same EU AI Act Article 50 substrate). Commercial-pillar parent: /api-response-shape-drift-detection.

What does the 6-workstream pre-engagement-baseline reporting cycle look like for this skill?

Every two weeks during the Tier 3 Fractional CMO with AI Swarm engagement, six workstreams report against the pre-engagement baseline. Workstream 1: per-repo per-PR severity-tier coverage — per-repo P0/P1/P2/P3/P4 distribution + per-repo CI pipeline + per-repo branch-protection state. Workstream 2: Plan-Generate flow — per-PR LLM-generation share + per-LLM output license attestation + per-repo license compatibility check pass-rate + per-PR rollback strategy enumeration. Workstream 3: Attest supply-chain provenance coverage — per-PR SLSA Level 3+ attestation + in-toto attestation + Sigstore Fulcio signing + Sigstore Rekor log entry + SBOM CycloneDX/SPDX + GUAC graph + Software Heritage archive + per-CI ephemeral OIDC. Workstream 4: Audit canonical-record coverage — per-PR WORM hash + Sigstore policy controller pass-rate + Conventional Commits compliance + SAST/SCA result + reviewer + CI green + auto-merge policy snapshot. Workstream 5: Regulatory-defense audit coverage — EU AI Act Article 50 AI-generated disclosure + Executive Order 14028 + NIST SP 800-218 SSDF + CISA Secure by Design + SLSA v1.0 + EU Cyber Resilience Act + SOX 302/404/906 when public-company + SEC 8-K Item 1.05 + CIRCIA + GDPR Article 33 + PCI DSS v4.0. Workstream 6: FBC feedback-loop pattern-learning — per-LLM output license drift + per-repo license compatibility drift + per-CI ephemeral OIDC reconciliation + OpenSSF Scorecard score drift.

Build pillar · integration-drift-monitor agent

How to build auto-PR generation from upstream changelog signals

GitHub + GitLab + Bitbucket + Renovate + Dependabot + GitHub Copilot + Codeium + Cursor + Sweep AI + Aider + OpenAI Codex + Anthropic Claude + Mistral Codestral ship per-repo + per-LLM flat auto-PR primitives. The Plan + Generate + Attest + Audit skill bundle on the integration-drift-monitor agent sits above the per- repo + LLM + CI substrate and writes a per-PR canonical record with SLSA v1.0 Level 3+ provenance + in-toto + Sigstore + SBOM CycloneDX/SPDX + per-CI ephemeral OIDC. DOWNSTREAM consumer of #569 vendor changelog ingestion + #562 response-shape drift detection severity-routed signals. Named regulatory anchors: EU AI Act Article 50 + Executive Order 14028 + NIST SP 800-218 SSDF + CISA Secure by Design + EU Cyber Resilience Act + per- LLM output license + per-repo license compatibility + CFAA + DMCA.

Published October 14, 2026 · 3,200 words

The 4-skill bundle on the integration-drift-monitor agent

One agent. Four coordinated skills. The Plan + Generate + Attest + Audit bundle runs above the per-repo platform (GitHub + GitLab + Bitbucket) + AI code-gen substrate (Copilot + Codeium + Cursor + Sweep + Aider + Codex + Claude + Codestral) + CI orchestration (Actions + GitLab CI + CircleCI + Buildkite + Jenkins) and writes one canonical per-PR record with full supply-chain attestation.

Plan

Per-PR severity-tier routing from #562 sibling: P0 breaking + P1 additive 72-hour + P2 deprecation 7-day + P3 format 30-day + P4 docs. Per-PR affected files + functions + downstream agent dep + test surface + rollback strategy (API version pin + canary + blue-green + feature-flag). Per-PR reviewers + assignees + labels + Linear/Jira linkage. Change rationale tied to #569 changelog event.

Generate

Per-vendor LLM code generation (Codex + Claude + Codestral + CodeGemma) under per-vendor zero-retention + per-LLM output license attestation + per-repo license compatibility check (MIT + Apache 2.0 + GPL + LGPL + BSD + MPL + AGPL + ISC compatibility matrix). Conventional Commits message + SemVer bump + Keep a Changelog v1.1.0 entry + updated tests + docs + SBOM. Husky + Lint-staged + Gitleaks + truffleHog secret-scan pre-commit.

Attest

SLSA v1.0 Level 3+ build provenance + in-toto attestation + Sigstore Fulcio code-signing + Sigstore Rekor transparency log + Sigstore gitsign signed commits + GUAC graph + Software Heritage archive + SBOM (CycloneDX + SPDX + SWID) via Syft + Grype + Trivy + Snyk Code + Semgrep + CodeQL + Sonar + Checkmarx + Veracode. Docker Content Trust + Notary v2 for containers. Per-CI ephemeral OIDC (Actions + GitLab + CircleCI). Sigstore policy controller verifying every PR.

Audit

Per-PR WORM canonical record: severity-tier + #562/#569 handoff + per-LLM license + per-repo license compatibility + Conventional Commits + Sigstore signature + SLSA attestation + in-toto + SBOM + Rekor entry + GUAC graph + Software Heritage ID + OpenSSF Scorecard + ephemeral OIDC + reviewer + CI green + auto-merge policy. Retention: 7-year FTC + 7-year IRS + 6-year SEC + 7-year SOX + EO 14028 + NIST SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.

The real ecosystem this sits above

Plan + Generate + Attest + Audit does not replace the per-repo platforms, the AI code-gen vendors, the CI orchestrators, or the supply-chain attestation tooling. It sits above them, coordinates them, and writes one canonical per-PR record with full supply-chain provenance + named regulatory anchors.

Per-repo + CI orchestration

GitHub + GitLab + Bitbucket + Gitea + Forgejo
Azure DevOps + AWS CodeCommit + Google Cloud Source
GitHub Actions + GitLab CI + CircleCI + Buildkite
Jenkins + Drone + Argo Workflows + Tekton + Atlantis
Renovate + Dependabot + Snyk PR + WhiteSource Mend

AI code-gen substrate

GitHub Copilot + Codeium + Cursor + Tabnine
Sweep AI + Aider + Devin AI + Codium
OpenAI Codex + Anthropic Claude + Mistral Codestral
Google CodeGemma + CodeT5+ + StarCoder + Code Llama
Conventional Commits + SemVer + Keep a Changelog

Supply-chain attestation

SLSA v1.0 + in-toto + Sigstore Fulcio + Rekor + GUAC
SBOM CycloneDX + SPDX + SWID + Syft + Grype + Trivy
Snyk Code + Semgrep + CodeQL + Sonar + Checkmarx
Docker Content Trust + Notary v2 + ChainGuard + Wolfi
OpenSSF Scorecard + Allstar + Best Practices Badge

Compliance overlay

Five anchors run per-PR before any merge. The first anchor is operationally distinctive to AI-generated PR: EU AI Act Article 50 transparency for AI-generated code intersects Executive Order 14028 + NIST SP 800-218 SSDF + CISA Secure by Design + SLSA v1.0 + Sigstore.

Anchor 1: EU AI Act Article 50 + EO 14028 + NIST SSDF + SLSA + Sigstore (operationally distinctive)

EU AI Act Article 50 transparency for AI-generated content (AI-generated PR commit messages + AI-generated code must be labeled). EU AI Act Article 13 + 14 + 15 + Annex III when AI-ML auto-PR drives security-relevant code change. EU AI Act Article 60 post-market monitoring. SLSA v1.0 Supply-chain Levels for Software Artifacts Level 3+ build provenance. in-toto attestation framework. Sigstore Fulcio code-signing certificate authority. Sigstore Rekor transparency log. GUAC graph for understanding artifact composition. Software Heritage permanent archive. OpenSSF Scorecard + OpenSSF Best Practices Badge. SBOM CycloneDX + SPDX requirements per Executive Order 14028. NIST SP 800-218 Secure Software Development Framework (SSDF v1.1). NIST SP 800-161 supply-chain risk. CISA Secure by Design. CISA Software Acquisition Guide. Department of Commerce SBOM Minimum Elements.

Anchor 2: Per-LLM output license + per-repo license compatibility + CFAA + DMCA

Per-LLM output license (OpenAI Terms output ownership + Anthropic ToS + Mistral Apache 2.0 + Llama license + Google CodeGemma license + GitHub Copilot output attribution + Codeium output attribution). Per-repo license compatibility (MIT + Apache 2.0 + GPL v2 + GPL v3 + LGPL + BSD + MPL 2.0 + AGPL + ISC + Unlicense compatibility matrix). Computer Fraud and Abuse Act 18 USC 1030 when auto-PR touches infrastructure code crossing authorization boundary. DMCA 17 USC 1201 when AI-generated patch circumvents access control. Copyright Act 17 USC 107 fair use defense. CCIPS DOJ enforcement when malicious PR submitted.

Anchor 3: Per-CI ephemeral OIDC + signed commits + branch-protection

Per-CI ephemeral OIDC token (GitHub Actions OIDC + GitLab CI OIDC + CircleCI OIDC) avoiding long-lived secrets per OWASP Cheat Sheet. Per-CI signed commit (gpg --sign + ssh signed + Sigstore gitsign). GitHub Branch Protection + GitLab Push Rules + Bitbucket Merge Checks. Per-PR-required Conventional Code Review + CI green + SAST/SCA pass + SBOM update + SLSA attestation + Sigstore verification + reviewer approval + auto-merge policy (only on green + only after attestation). GitHub Secret Scanning + Push Protection + Gitleaks + truffleHog + git-secrets.

Anchor 4: Cybersecurity incident + EU Cyber Resilience Act

SEC Form 8-K Item 1.05 cybersecurity disclosure when auto- PR introduces vulnerability. CIRCIA 72-hour cyber incident + 24-hour ransom payment + CISA implementing regulations. NIS2 Directive 24/72-hour. GDPR Article 33 72-hour breach. HIPAA Security Rule 45 CFR 164.308 + HIPAA Breach Notification Rule 60-day. PCI DSS v4.0 Requirement 6 + Requirement 11 + Requirement 12. 50-state breach matrix. NYDFS Part 500. FTC Safeguards Rule 30-day. EU Cyber Resilience Act (CRA) post-2024.

Anchor 5: SOX + AI governance + security framework + WORM retention

Sarbanes-Oxley 302/404/906 when public-company AI-ML auto- PR touches financial-reporting code. FASB ASC 350 intangible-asset when proprietary code. NIST AI Risk Management Framework. NIST CSF 2.0 + NIST SP 800-53. ISO 27001 + ISO 27034 application security. SOC 2 Type II. ISO 42001 AI Management System. Per-vendor LLM zero-retention verified per call. Per-source DPA. Policy-as-code via OPA Rego + AWS Cedar + Casbin + Cerbos + Oso + Styra DAS + Permit.io. Storage: AWS S3 Object Lock + Azure Blob immutable + Google Cloud Storage Bucket Lock + Wasabi WORM. Retention: 7-year FTC + 7-year IRS + 6-year SEC + 7-year SOX + EO 14028 + NIST SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.

6-workstream reporting cycle

Every two weeks during a Tier 3 Fractional CMO engagement, six workstreams report against the pre-engagement baseline. No forecast accuracy claims. Process commitments only.

1. Per-repo per-PR severity-tier coverage. Per-repo P0/P1/P2/P3/P4 distribution + CI pipeline + branch- protection state.
2. Plan-Generate flow. Per-PR LLM-generation share + per-LLM output license attestation + per-repo license compatibility check pass-rate + per-PR rollback strategy enumeration.
3. Attest supply-chain provenance coverage. Per-PR SLSA Level 3+ + in-toto + Sigstore Fulcio + Rekor + SBOM CycloneDX/SPDX + GUAC + Software Heritage + per-CI ephemeral OIDC.
4. Audit canonical-record coverage. Per-PR WORM hash + Sigstore policy controller + Conventional Commits + SAST/SCA + reviewer + CI green + auto-merge policy.
5. Regulatory-defense audit coverage. EU AI Act Article 50 + EO 14028 + NIST SP 800-218 SSDF + CISA Secure by Design + SLSA v1.0 + EU Cyber Resilience Act + SOX 302/404/906 + SEC 8-K Item 1.05 + CIRCIA + GDPR Article 33 + PCI DSS v4.0.
6. FBC feedback-loop pattern-learning. Per-LLM output license drift + per-repo license compatibility drift + per-CI ephemeral OIDC reconciliation + OpenSSF Scorecard score drift.

FAQ

What is auto-PR generation from upstream changelog signals — and what is the AI-generated-code-times-supply-chain-attestation problem distinctive to this skill?: A multi-location operator running 32 AI agents depends on 50+ vendor APIs. Upstream changelogs are ingested by #569 sibling skill + drift detected by #562 sibling skill. When a P0 breaking-change or P1 additive-non-breaking change requires code changes downstream, the team has three options: (1) merge LLM-generated patches without supply-chain provenance and accept the trust deficit; (2) require human-only edits and accept the cycle-time cost; or (3) ship LLM-generated patches with SLSA Level 3+ build provenance + in-toto attestation + Sigstore signing + SBOM CycloneDX/SPDX + per-PR Sigstore policy controller verification + per-CI ephemeral OIDC token. The four-skill bundle on the integration-drift-monitor agent — Plan, Generate, Attest, Audit — sits above the per-repo + LLM + CI substrate and writes a per-PR canonical record. The operationally distinctive anchor: EU AI Act Article 50 transparency for AI-generated code + Executive Order 14028 + NIST SP 800-218 Secure Software Development Framework (SSDF v1.1) + CISA Secure by Design + SLSA v1.0 + in-toto + Sigstore all converge on the same auto-generated PR. Plus per-LLM output license (OpenAI Terms output ownership + Anthropic ToS + Mistral Apache 2.0 + Llama license) intersect per-repo license compatibility (MIT + Apache 2.0 + GPL + LGPL + BSD + MPL + AGPL).
Why do GitHub Copilot + Codeium + Cursor + Tabnine + Sweep AI + Aider + Renovate + Dependabot break at multi-vendor auto-PR-with-supply-chain-attestation scale?: Each AI code-generation vendor ships a per-developer flat code-suggestion primitive. Each dep-bot vendor ships a per-repo flat dependency-bump PR. None plans per-PR severity tier (P0 breaking-change immediate + P1 additive 72-hour + P2 deprecation 7-day + P3 format-only 30-day + P4 docs-only) routed from #562 sibling drift detection. None generates with per-LLM output license + per-repo license compatibility checking. None attests with SLSA v1.0 Level 3+ build provenance + in-toto attestation + Sigstore Fulcio code-signing + Sigstore Rekor transparency log + GUAC graph + SBOM CycloneDX/SPDX. None coordinates per-CI ephemeral OIDC token (GitHub Actions OIDC + GitLab CI OIDC + CircleCI OIDC) avoiding long-lived secrets. None enforces Sigstore policy controller verifying every PR + per-PR-required SAST/SCA pass + per-PR-required SBOM update + per-PR-required SLSA attestation. None writes a per-PR audit trail with regulatory-defense retention. The four-skill bundle Plan + Generate + Attest + Audit sits above the per-vendor surface — it does not replace it.
How does Plan + Generate work across AI-generated PR with supply-chain provenance?: Plan runs per-portfolio per-repo per-PR severity-tier routing from #562 sibling response-shape drift detection: P0 breaking-change immediate page + P1 additive non-breaking 72-hour PR + P2 deprecation 7-day PR + P3 format-only 30-day PR + P4 documentation-only. Per-PR identifies affected files + affected functions + downstream agent dependency + downstream test surface + per-PR rollback strategy (API version pin + canary + blue-green + feature-flag ensemble). Per-PR sets reviewers + assignees + labels + milestone + project-board + Linear/Jira ticket linkage. Per-PR documents change rationale tied back to #569 canonical changelog event. Generate runs per-vendor LLM code generation (OpenAI Codex + Anthropic Claude + Mistral Codestral + Google CodeGemma) with per-vendor zero-retention + per-LLM output license attestation + per-repo license compatibility check (MIT + Apache 2.0 + GPL + LGPL + BSD + MPL + AGPL + ISC + Unlicense compatibility matrix). Per-PR includes: Conventional Commits commit message + Semantic Versioning bump if needed + Keep a Changelog v1.1.0 changelog entry + updated tests + updated docs + updated SBOM. Per-CI pre-commit hooks (Husky + Lint-staged + Commitlint + Commitizen + git-secrets + Gitleaks + truffleHog secret-scanning) run before commit.
What does Attest + Audit do?: Attest runs per-PR supply-chain provenance: SLSA v1.0 Level 3+ build provenance attestation generated during CI + in-toto attestation framework recording every build step + Sigstore Fulcio code-signing certificate authority + Sigstore Rekor transparency log entry + Sigstore gitsign signed commits + GUAC graph for understanding artifact composition + Software Heritage permanent archive snapshot + SBOM generation (CycloneDX + SPDX + SWID) via Anchore Syft + Grype + Trivy + Snyk Code + Semgrep + CodeQL + Sonar + Checkmarx + Veracode SAST/SCA scan + Docker Content Trust + Notary v2 image signing if container artifact + per-CI ephemeral OIDC token (GitHub Actions OIDC + GitLab CI OIDC + CircleCI OIDC) avoiding long-lived secrets + Sigstore policy controller verifying every PR + per-PR-required Conventional Code Review + per-PR-required CI green + per-PR-required SAST/SCA pass + per-PR-required SBOM update + per-PR-required SLSA attestation present + per-PR-required Sigstore verification + per-PR-required reviewer approval + per-PR auto-merge policy. OpenSSF Scorecard + OpenSSF Allstar + OpenSSF Best Practices Badge audit. Audit writes a per-PR WORM canonical record: severity-tier snapshot + #562/#569 handoff confirmation + per-LLM output license attestation + per-repo license compatibility result + Conventional Commits message + Sigstore signature + SLSA attestation + in-toto attestation + SBOM CycloneDX/SPDX + Rekor transparency-log entry + GUAC graph snapshot + Software Heritage archive ID + OpenSSF Scorecard result + per-CI ephemeral OIDC attestation + per-PR reviewer + CI green snapshot + auto-merge policy snapshot. Storage: AWS S3 Object Lock + Azure Blob immutable + Google Cloud Storage Bucket Lock + Wasabi WORM. Retention stacks (longest applicable): 7-year FTC + 7-year IRS + 6-year SEC + 3-year FINRA + 7-year SOX + EO 14028 compliance retention + NIST SP 800-218 SSDF + GDPR Article 30 + EU AI Act Article 12 + SOC 2 CC7/CC8.
What does this skill connect to on the integration-drift-monitor agent and across the swarm?: On the integration-drift-monitor agent: integration-drift-monitor (parent commercial pillar) + vendor changelog feed ingestion at scale (#569 sibling build-pillar — UPSTREAM canonical changelog source) + response-shape drift detection for marketing-ops vendor APIs (#562 sibling build-pillar — UPSTREAM severity-routed drift signal) + tiered auto-remediation for vendor API drift + multi-vendor API lifecycle management with deprecation countdown + marketing-stack integration health. Across the swarm: api-response-shape-drift-detection (parent commercial) + governance-decision-router five-destination routing + master-record + chat-deflection compliance. Build-pillar siblings: tiered pre-filter deterministic gates for AI content compliance + marketing AI autonomy profile configuration + per-platform compliance gating for social posts (#564 same EU AI Act Article 50 substrate). Commercial-pillar parent: /api-response-shape-drift-detection.
What does the 6-workstream pre-engagement-baseline reporting cycle look like for this skill?: Every two weeks during the Tier 3 Fractional CMO with AI Swarm engagement, six workstreams report against the pre-engagement baseline. Workstream 1: per-repo per-PR severity-tier coverage — per-repo P0/P1/P2/P3/P4 distribution + per-repo CI pipeline + per-repo branch-protection state. Workstream 2: Plan-Generate flow — per-PR LLM-generation share + per-LLM output license attestation + per-repo license compatibility check pass-rate + per-PR rollback strategy enumeration. Workstream 3: Attest supply-chain provenance coverage — per-PR SLSA Level 3+ attestation + in-toto attestation + Sigstore Fulcio signing + Sigstore Rekor log entry + SBOM CycloneDX/SPDX + GUAC graph + Software Heritage archive + per-CI ephemeral OIDC. Workstream 4: Audit canonical-record coverage — per-PR WORM hash + Sigstore policy controller pass-rate + Conventional Commits compliance + SAST/SCA result + reviewer + CI green + auto-merge policy snapshot. Workstream 5: Regulatory-defense audit coverage — EU AI Act Article 50 AI-generated disclosure + Executive Order 14028 + NIST SP 800-218 SSDF + CISA Secure by Design + SLSA v1.0 + EU Cyber Resilience Act + SOX 302/404/906 when public-company + SEC 8-K Item 1.05 + CIRCIA + GDPR Article 33 + PCI DSS v4.0. Workstream 6: FBC feedback-loop pattern-learning — per-LLM output license drift + per-repo license compatibility drift + per-CI ephemeral OIDC reconciliation + OpenSSF Scorecard score drift.

Engage Completions

Two ways to engage. The Tier 1 AI Readiness Assessment maps the per-repo + AI code-gen + CI substrate + per-LLM output license + per-repo license compatibility surface against the Plan + Generate + Attest + Audit bundle. The Tier 3 Fractional CMO with AI Swarm embeds 1-2 days per week for 6+ months and runs the bundle end-to-end against the integration-drift-monitor agent across the swarm.

Tier 1 AI Readiness Assessment Tier 3 Fractional CMO with AI Swarm Not sure which tier? Take the 3-question quiz