Data-layer swarm · Integration-Drift-Monitor Agent · Auto-pr-generation skill · Build pillar · Published July 12, 2026

How to build auto-PR generation from upstream changelog signals

This guide explains how to architect the auto-pr-generation skill on the integration-drift-monitor agent end-to-end at multi-vendor 10-50-repo marketing-stack scale: per-portfolio per-banner per-vendor per-canonical-changelog-ingestion-spec + per-canonical-breaking-change-classification-spec + per-canonical-patch-synthesis-spec + per-canonical-reviewer-routing-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail.

Engage the integration-drift-monitor agent See the 32-agent swarm

What you will build

Per-portfolio per-banner per-vendor per-canonical-changelog-ingestion-spec across per-Google-Ads-API + per-Meta-Marketing-API + per-TikTok-Ads + per-Snap-Ads + per-Pinterest-Ads + per-Reddit-Ads + per-LinkedIn-Ads + per-Amazon-Ads + per-Microsoft-Ads + per-Apple-Search-Ads + per-Yelp-Fusion + per-GBP + per-GA4 + per-GSC + per-POS-vendor + per-call-tracking + per-foot-traffic-vendor + per-email-ESP + per-SMS-aggregator + per-loyalty-vendor + per-canonical-20-vendor + per-RSS-Atom-feed + per-Webhook + per-GitHub-Releases-API + per-vendor-docs-scrape + per-vendor-developer-blog + per-Slack-vendor-channel + per-vendor-changelog-page + per-canonical-7-changelog-source + per-changelog-version-pin + per-semver-classification (major + minor + patch + pre-release) + per-multi-LLM-NLP-classification + per-deprecation-warning-detection + per-sunset-date-extraction + per-breaking-change-detection + per-endpoint-removal-detection + per-field-removal-rename-type-change-enum-value-change-detection + per-required-field-addition-detection + per-rate-limit-change-detection + per-authentication-method-change-detection + per-changelog-confidence-tier + per-changelog-explainability.
Per-canonical-breaking-change-classification-spec — per-CRITICAL-immediate-action + per-HIGH-72-hour + per-MEDIUM-30-day + per-LOW-90-day + per-INFO + per-canonical-5-severity-tier + per-affected-repo-detection-Sourcegraph-Code-Search-grep-AST-parser + per-affected-symbol-spec (function call site + class instantiation + import + type reference) + per-blast-radius-spec + per-fix-difficulty-score + per-breaking-change-confidence-tier + per-breaking-change-explainability.
Per-canonical-patch-synthesis-spec — per-codebase-fingerprint (per-language go/python/typescript/rust/java/csharp + per-framework-detection + per-package-manager-detection + per-monorepo-detection) + per-codemod-AST-engine (jscodeshift + Comby + ast-grep + Semgrep + OpenRewrite + libCST) + per-multi-LLM-patch-generation (GPT-4o + Claude Sonnet + Gemini Pro + Anthropic Bedrock) + per-RAG-retrieval-augmented (vector store vendor API docs + vendor SDK source + historical PR corpus) + per-patch-validation (unit test + integration test + type check + lint check + build run) + per-test-coverage + per-patch-rollback + per-patch-confidence-tier + per-patch-explainability.
Per-canonical-reviewer-routing-spec + per-multi-LLM-pre-publish-check — per-CODEOWNERS-resolution + per-affected-team-detection + per-OPA-Cedar-Casbin-Cerbos-Oso-routing-priority-policy-as-code + per-required-approval-count + per-reviewer-SLA (CRITICAL 2-hour + HIGH 24-hour + MEDIUM 7-day + LOW 30-day) + per-PagerDuty-Opsgenie-incident-handoff + per-Slack-Teams-channel-notification + per-CI-CD-trigger + per-merge-policy + per-reviewer-confidence-tier + per-reviewer-explainability + per-multi-LLM-ensemble + per-patch-correctness-cross-check + per-test-coverage-cross-check + per-breaking-change-classification-cross-check + per-affected-repo-detection-cross-check + per-reviewer-routing-cross-check + per-rollback-strategy-cross-check + per-merge-policy-cross-check + per-CI-CD-trigger-cross-check + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought.
Per-canonical-FBC-feedback + per-audit-trail + per-cross-skill-handoff — per-realized-vs-projected-merge + per-rollback + per-CI-CD-pass-rate + per-reviewer-approval-rate + per-time-to-merge + per-breaking-change-blast-radius + per-production-incident + per-patch-synthesis-recalibration + per-breaking-change-classification-recalibration + per-affected-repo-detection-recalibration + per-reviewer-routing-recalibration + per-RAG-retrieval-recalibration + per-pattern-learning + per-emerging-changelog-source-detection + per-emerging-vendor-deprecation-pattern-detection + per-per-PR-canonical-audit-record + per-SOC-2-Type-II + per-ISO-27001 + per-NIST-CSF + per-NIST-SP-800-53 + per-NIST-SP-800-218A + per-PCI-DSS + per-HIPAA-PHI + per-FedRAMP-Moderate + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001-AI-management-system + per-immutable-WORM + per-7-year-IRS-tax-retention + per-SEC-7-year-revenue-recognition-retention + per-Sarbanes-Oxley-Section-302-404 + per-handoff-to-13-sibling-skills.

Why per-vendor-Renovate-account-flat-dependency-bump breaks at multi-vendor 10-50-repo marketing-stack scale

Per-vendor-Renovate-canonical-account-flat-dependency-bump ships per-account per-flat-dependency-bump primitive. Per-vendor-Dependabot + Snyk + Mend-WhiteSource + Sourcegraph-Code-Search + GitHub-Copilot + Tabnine + Cursor + Codeium + Aider-canonical-account-flat-dependency-bump ship per-vendor per-native account-flat-dependency-bump primitives.

At 1-account-1-flat-dependency-bump scale per-account per-flat-dependency-bump primitive is enough. At multi-vendor 10-50-repo marketing-stack scale per-per-vendor-changelog-ingestion-spec + per-per-vendor-breaking-change-classification-spec + per-per-repo-patch-synthesis-spec + per-per-PR-reviewer-routing-spec + per-per-PR-multi-LLM-pre-publish-check + per-per-PR-FBC-feedback-loop + per-per-PR-audit-trail.

Per-account-flat-dependency-bump + per-per-vendor-changelog-ingestion-blind + per-per-vendor-breaking-change-classification-blind + per-per-repo-patch-synthesis-blind + per-per-PR-reviewer-routing-blind + per-per-PR-multi-LLM-pre-publish-blind + per-per-PR-FBC-feedback-loop-blind + per-multi-format-audit-trail-blind + per-SOC-2-Type-II-blind + per-ISO-27001-blind + per-NIST-CSF-blind + per-NIST-SP-800-53-blind + per-NIST-SP-800-218A-blind + per-PCI-DSS-blind + per-HIPAA-PHI-blind + per-FedRAMP-Moderate-blind + per-EU-AI-Act-Article-13-Article-14-Article-15-blind + per-NIST-AI-RMF-blind + per-ISO-42001-AI-management-system-blind + per-7-year-IRS-tax-retention-blind + per-SEC-7-year-revenue-recognition-retention-blind + per-Sarbanes-Oxley-Section-302-404-blind.

The operator-side architecture above per-vendor-flat-dependency-bump primitive is canonical-per-vendor-changelog-ingestion-spec + per-per-vendor-breaking-change-classification-spec + per-per-repo-patch-synthesis-spec + per-per-PR-reviewer-routing-spec + per-per-PR-multi-LLM-pre-publish-check + per-per-PR-FBC-feedback-loop + per-per-PR-audit-trail + per-portfolio-audit-trail.

What is in market today

Per-platform per-dependency-bump-vendor

Renovate (Mend), Dependabot (GitHub), Snyk, Mend (WhiteSource), Sourcegraph Code Search, OSS Index (Sonatype), Dependency-Track, OWASP Dependency-Check, npm audit, Bundler-audit, RetireJS, Cargo Audit, Trivy, GitGuardian. Per-account per-flat-dependency-bump primitive. Per-canonical-per-vendor-changelog-ingestion-canonical-per-vendor-breaking-change-classification-canonical-per-repo-patch-synthesis-canonical-per-PR-reviewer-routing-canonical-per-PR-multi-LLM-pre-publish-canonical-per-PR-FBC-feedback-canonical-per-PR-audit-trail is not the primitive.

Per-platform per-codemod-AST-engine-vendor

jscodeshift, Comby, ast-grep, Semgrep, OpenRewrite, libCST, GritQL, FastMod, OpenRefactory iCR, Sourcegraph Batch Changes, Codeshift, Polyglot, Tree-sitter. Per-account per-AST-engine primitive. Per-canonical-per-repo-codebase-fingerprint-canonical-per-repo-codemod-AST-engine-canonical-per-repo-multi-LLM-patch-generation-canonical-per-repo-RAG-retrieval-augmented-canonical-per-repo-patch-validation-canonical-per-repo-test-coverage-canonical-per-repo-patch-rollback-canonical-per-repo-patch-confidence-tier-canonical-per-repo-patch-explainability is not the primitive.

Per-platform per-AI-code-assistant-vendor

GitHub Copilot, Tabnine, Cursor, Codeium, Aider, Continue, Cody (Sourcegraph), Amazon Q Developer, Replit Ghostwriter, JetBrains AI Assistant, GitLab Duo, Refact.ai, Sweep, Mintlify, Phind. Per-account per-completion primitive. Per-canonical-per-repo-multi-LLM-patch-generation-canonical-per-repo-RAG-retrieval-augmented-vector-store-vendor-API-docs-canonical-per-repo-RAG-retrieval-augmented-vector-store-vendor-SDK-source-canonical-per-repo-RAG-retrieval-augmented-vector-store-historical-PR-corpus-canonical-per-PR-LLM-patch-correctness-cross-check-canonical-per-PR-LLM-test-coverage-cross-check-canonical-per-PR-LLM-breaking-change-classification-cross-check-canonical-per-PR-LLM-affected-repo-detection-cross-check-canonical-per-PR-LLM-reviewer-routing-cross-check-canonical-per-PR-LLM-rollback-strategy-cross-check-canonical-per-PR-LLM-merge-policy-cross-check-canonical-per-PR-LLM-CI-CD-trigger-cross-check is not the primitive.

Per-platform per-CI-CD-reviewer-routing-vendor

GitHub Actions CODEOWNERS, GitLab CI/CD Code Owners, Bitbucket Pipelines, CircleCI, Jenkins, Buildkite, ArgoCD, Spinnaker, Mergify, Reviewable, Pull Panda (GitHub), PullApprove, Linear-GitHub Integration, PagerDuty, Opsgenie, VictorOps. Per-account per-flat-CODEOWNERS-routing primitive. Per-canonical-per-PR-CODEOWNERS-resolution-canonical-per-PR-affected-team-detection-canonical-per-PR-reviewer-routing-priority-policy-as-code-OPA-Cedar-Casbin-Cerbos-Oso-canonical-per-PR-required-approval-count-canonical-per-PR-reviewer-SLA-canonical-per-PR-PagerDuty-Opsgenie-incident-handoff-canonical-per-PR-Slack-Teams-channel-notification-canonical-per-PR-CI-CD-trigger-canonical-per-PR-merge-policy-canonical-per-PR-reviewer-confidence-tier-canonical-per-PR-reviewer-explainability is not the primitive.

How the architecture is built

Per-portfolio per-banner per-vendor per-canonical-changelog-ingestion-substrate. Per-20-canonical-vendor + per-7-changelog-source + per-changelog-version-pin + per-semver-classification + per-multi-LLM-NLP-classification + per-deprecation-warning-detection + per-sunset-date-extraction + per-breaking-change-detection + per-endpoint-removal-detection + per-field-removal-rename-type-change-enum-value-change-detection + per-required-field-addition-detection + per-rate-limit-change-detection + per-authentication-method-change-detection + per-changelog-confidence-tier + per-changelog-explainability canonical-ingestion.
Per-portfolio per-canonical-breaking-change-classification-spec. Per-5-severity-tier + per-affected-repo-detection + per-affected-symbol-spec + per-blast-radius + per-fix-difficulty-score + per-breaking-change-confidence-tier + per-breaking-change-explainability canonical-classification.
Per-portfolio per-canonical-patch-synthesis-spec. Per-codebase-fingerprint + per-codemod-AST-engine + per-multi-LLM-patch-generation + per-RAG-retrieval-augmented + per-patch-validation + per-test-coverage + per-patch-rollback + per-patch-confidence-tier + per-patch-explainability canonical-synthesis.
Per-portfolio per-canonical-reviewer-routing-spec. Per-CODEOWNERS-resolution + per-affected-team-detection + per-OPA-Cedar-Casbin-Cerbos-Oso-routing-priority-policy + per-required-approval-count + per-reviewer-SLA + per-PagerDuty-Opsgenie-incident-handoff + per-Slack-Teams-channel-notification + per-CI-CD-trigger + per-merge-policy + per-reviewer-confidence-tier + per-reviewer-explainability canonical-routing.
Per-portfolio per-canonical-multi-LLM-pre-publish-check. Per-multi-LLM-ensemble + per-patch-correctness-cross-check + per-test-coverage-cross-check + per-breaking-change-classification-cross-check + per-affected-repo-detection-cross-check + per-reviewer-routing-cross-check + per-rollback-strategy-cross-check + per-merge-policy-cross-check + per-CI-CD-trigger-cross-check + per-LLM-confidence + per-LLM-self-consistency + per-LLM-chain-of-thought canonical-LLM.
Per-portfolio per-canonical-FBC-feedback-loop. Per-realized-vs-projected-merge + per-rollback + per-CI-CD-pass-rate + per-reviewer-approval-rate + per-time-to-merge + per-breaking-change-blast-radius + per-production-incident + per-patch-synthesis-recalibration + per-breaking-change-classification-recalibration + per-affected-repo-detection-recalibration + per-reviewer-routing-recalibration + per-RAG-retrieval-recalibration + per-pattern-learning + per-emerging-changelog-source-detection + per-emerging-vendor-deprecation-pattern-detection canonical-FBC.
Per-portfolio per-canonical-audit-trail + per-portfolio-audit-trail. Per-per-PR-canonical-audit-record + per-SOC-2-Type-II + per-ISO-27001 + per-NIST-CSF + per-NIST-SP-800-53 + per-NIST-SP-800-218A + per-PCI-DSS + per-HIPAA-PHI + per-FedRAMP-Moderate + per-CCPA-CPRA-DSAR + per-GDPR-DPIA + per-LGPD-ANPD + per-DPDP-India + per-PIPEDA-OPC + per-CASL-CRTC + per-EU-AI-Act-Article-13-Article-14-Article-15 + per-NIST-AI-RMF + per-ISO-42001-AI-management-system + per-immutable-WORM + per-7-year-IRS-tax-retention + per-SEC-7-year-revenue-recognition-retention + per-Sarbanes-Oxley-Section-302-404 canonical-audit.
Per-portfolio per-canonical-cross-skill-handoff. Per-handoff-to-13-sibling-skills canonical-handoff.
Per-portfolio per-integration-drift-monitor-agent-canonical-bundle. Per-auto-pr-generation + per-marketing-vendor-changelog-monitoring + per-schema-org-quarterly-changelog-audit + per-tiered-auto-remediation-for-vendor-api-drift + per-integration-health-monitoring + per-marketing-api-integration-health-monitoring + per-per-vendor-API-version-management + per-per-vendor-schema-version-management + per-per-vendor-OAuth-token-management + per-per-vendor-rate-limit-management + per-per-vendor-cost-budget-management + per-per-vendor-incident-response canonical-bundle.
Per-portfolio per-canonical-end-to-end-SLA. Per-per-vendor-changelog-ingest-to-semver-classify-to-NLP-classify-to-deprecation-warning-detect-to-breaking-change-detect-to-affected-repo-detect-to-affected-symbol-detect-to-blast-radius-resolve-to-severity-classify-to-codebase-fingerprint-to-codemod-AST-engine-select-to-multi-LLM-patch-generate-to-RAG-retrieve-to-patch-validate-to-test-coverage-check-to-CODEOWNERS-resolve-to-reviewer-routing-priority-policy-evaluate-to-PagerDuty-Opsgenie-incident-handoff-to-Slack-Teams-channel-notify-to-CI-CD-trigger-to-pre-publish-to-present-to-FBC-SLA canonical-end-to-end-SLA.
Per-portfolio per-canonical-end-to-end-replay. Per-replay-spec + per-replay-trace + per-replay-decision + per-per-PR-rewind canonical-replay.

Frequently asked questions

What is auto-PR generation from upstream changelog signals at multi-vendor 10-50-repo marketing-stack scale?

Auto-PR generation runs per-portfolio per-banner per-vendor per-canonical-changelog-ingestion-spec (per-Google-Ads-API-changelog + per-Meta-Marketing-API-changelog + per-TikTok-Ads-changelog + per-Snap-Ads-changelog + per-Pinterest-Ads-changelog + per-Reddit-Ads-changelog + per-LinkedIn-Ads-changelog + per-Amazon-Ads-changelog + per-Microsoft-Ads-changelog + per-Apple-Search-Ads-changelog + per-Yelp-Fusion-changelog + per-Google-Business-Profile-changelog + per-Google-Analytics-4-changelog + per-Google-Search-Console-changelog + per-POS-vendor-changelog + per-call-tracking-changelog + per-foot-traffic-vendor-changelog + per-email-ESP-changelog + per-SMS-aggregator-changelog + per-loyalty-vendor-changelog + per-canonical-vendor-changelog) + per-canonical-per-vendor-breaking-change-classification-spec + per-canonical-per-repo-patch-synthesis-spec + per-canonical-per-PR-reviewer-routing-spec + per-canonical-per-PR-multi-LLM-pre-publish-check + per-canonical-per-PR-FBC-feedback-loop + per-canonical-per-PR-audit-trail + per-portfolio audit-trail.

Why does per-vendor-Renovate-canonical-account-flat-dependency-bump break at multi-vendor 10-50-repo marketing-stack scale?

Per-vendor-Renovate-canonical-account-flat-dependency-bump ships per-account per-flat-dependency-bump primitive. Per-vendor-Dependabot-canonical + per-Snyk-canonical + per-Mend-WhiteSource-canonical + per-Sourcegraph-Code-Search-canonical + per-GitHub-Copilot-canonical + per-Tabnine-canonical + per-Cursor-canonical + per-Codeium-canonical + per-Aider-canonical-account-flat-dependency-bump ship per-vendor per-native account-flat-dependency-bump primitives. At 1-account-1-flat-dependency-bump scale per-account per-flat-dependency-bump primitive is enough. At multi-vendor 10-50-repo marketing-stack scale per-canonical-per-vendor-changelog-ingestion-spec + per-canonical-per-vendor-breaking-change-classification-spec + per-canonical-per-repo-patch-synthesis-spec + per-canonical-per-PR-reviewer-routing-spec + per-canonical-per-PR-multi-LLM-pre-publish-check + per-canonical-per-PR-FBC-feedback-loop + per-canonical-per-PR-audit-trail.

How does per-vendor changelog-ingestion + breaking-change-classification work?

Per-portfolio per-banner per-vendor per-canonical-changelog-ingestion-spec runs per-portfolio per-canonical-per-vendor-changelog-source (per-RSS-Atom-feed + per-Webhook + per-GitHub-Releases-API + per-vendor-docs-scrape + per-vendor-developer-blog + per-Slack-vendor-channel + per-vendor-changelog-page + per-canonical-source) + per-canonical-per-vendor-changelog-version-pin + per-canonical-per-vendor-changelog-semver-classification (per-major + per-minor + per-patch + per-pre-release + per-canonical-semver) + per-canonical-per-vendor-changelog-entry-extraction + per-canonical-per-vendor-changelog-NLP-classification-multi-LLM + per-canonical-per-vendor-changelog-deprecation-warning-detection + per-canonical-per-vendor-changelog-sunset-date-extraction + per-canonical-per-vendor-changelog-breaking-change-detection + per-canonical-per-vendor-changelog-endpoint-removal-detection + per-canonical-per-vendor-changelog-field-removal-detection + per-canonical-per-vendor-changelog-field-rename-detection + per-canonical-per-vendor-changelog-field-type-change-detection + per-canonical-per-vendor-changelog-enum-value-change-detection + per-canonical-per-vendor-changelog-required-field-addition-detection + per-canonical-per-vendor-changelog-rate-limit-change-detection + per-canonical-per-vendor-changelog-authentication-method-change-detection + per-canonical-per-vendor-changelog-confidence-tier + per-canonical-per-vendor-changelog-explainability. Per-canonical-per-vendor-breaking-change-classification-spec runs per-portfolio per-canonical-per-vendor-breaking-change-severity-spec (per-CRITICAL-immediate-action + per-HIGH-72-hour + per-MEDIUM-30-day + per-LOW-90-day + per-INFO + per-canonical-severity) + per-canonical-per-vendor-breaking-change-affected-repo-detection (per-Sourcegraph-Code-Search + per-grep-AST-parser + per-canonical-AST-engine) + per-canonical-per-vendor-breaking-change-affected-symbol-spec (per-function-call-site + per-class-instantiation + per-import + per-type-reference + per-canonical-symbol) + per-canonical-per-vendor-breaking-change-blast-radius-spec + per-canonical-per-vendor-breaking-change-fix-difficulty-score + per-canonical-per-vendor-breaking-change-confidence-tier + per-canonical-per-vendor-breaking-change-explainability.

What does per-repo patch-synthesis + per-PR reviewer-routing work?

Per-portfolio per-repo per-canonical-patch-synthesis-spec runs per-portfolio per-canonical-per-repo-codebase-fingerprint (per-language-go-python-typescript-rust-java-csharp + per-framework-detection + per-package-manager-detection + per-monorepo-detection + per-canonical-codebase-fingerprint) + per-canonical-per-repo-codemod-AST-engine (per-jscodeshift + per-Comby + per-ast-grep + per-Semgrep + per-OpenRewrite + per-libCST + per-canonical-AST-engine) + per-canonical-per-repo-multi-LLM-patch-generation (per-GPT-4o + per-Claude-Sonnet + per-Gemini-Pro + per-Anthropic-Bedrock + per-canonical-LLM) + per-canonical-per-repo-RAG-retrieval-augmented (per-vector-store-vendor-API-docs + per-vector-store-vendor-SDK-source + per-vector-store-historical-PR-corpus + per-canonical-vector-store) + per-canonical-per-repo-patch-validation-spec (per-unit-test-run + per-integration-test-run + per-type-check + per-lint-check + per-build-run + per-canonical-validation) + per-canonical-per-repo-test-coverage-spec + per-canonical-per-repo-patch-rollback-spec + per-canonical-per-repo-patch-confidence-tier + per-canonical-per-repo-patch-explainability. Per-canonical-per-PR-reviewer-routing-spec runs per-portfolio per-canonical-per-PR-CODEOWNERS-resolution + per-canonical-per-PR-affected-team-detection + per-canonical-per-PR-reviewer-routing-priority-policy-as-code-OPA-Rego-AWS-Cedar-Casbin-Cerbos-Oso + per-canonical-per-PR-required-approval-count-spec + per-canonical-per-PR-reviewer-SLA-spec (per-CRITICAL-2-hour + per-HIGH-24-hour + per-MEDIUM-7-day + per-LOW-30-day + per-canonical-SLA) + per-canonical-per-PR-PagerDuty-Opsgenie-incident-handoff + per-canonical-per-PR-Slack-Teams-channel-notification + per-canonical-per-PR-CI-CD-trigger-spec + per-canonical-per-PR-merge-policy-spec + per-canonical-per-PR-reviewer-confidence-tier + per-canonical-per-PR-reviewer-explainability.

What does per-PR multi-LLM-pre-publish + FBC-feedback + cross-skill-handoff do?

Per-portfolio per-PR per-canonical-multi-LLM-pre-publish-check runs per-portfolio per-canonical-multi-LLM-ensemble (per-GPT-4o + per-Claude-Sonnet + per-Gemini-Pro per-canonical-LLM) + per-canonical-per-PR-LLM-patch-correctness-cross-check + per-canonical-per-PR-LLM-test-coverage-cross-check + per-canonical-per-PR-LLM-breaking-change-classification-cross-check + per-canonical-per-PR-LLM-affected-repo-detection-cross-check + per-canonical-per-PR-LLM-reviewer-routing-cross-check + per-canonical-per-PR-LLM-rollback-strategy-cross-check + per-canonical-per-PR-LLM-merge-policy-cross-check + per-canonical-per-PR-LLM-CI-CD-trigger-cross-check + per-canonical-per-PR-LLM-confidence-scoring + per-canonical-per-PR-LLM-self-consistency-cross-check + per-canonical-per-PR-LLM-chain-of-thought-extraction. Per-canonical-per-PR-FBC-feedback-loop runs per-portfolio per-canonical-FBC-per-PR-realized-merge-vs-projected + per-canonical-FBC-per-PR-realized-rollback-vs-projected + per-canonical-FBC-per-PR-realized-CI-CD-pass-rate-vs-projected + per-canonical-FBC-per-PR-realized-reviewer-approval-rate-vs-projected + per-canonical-FBC-per-PR-realized-time-to-merge-vs-projected + per-canonical-FBC-per-PR-realized-breaking-change-blast-radius-vs-projected + per-canonical-FBC-per-PR-realized-production-incident-vs-projected + per-canonical-FBC-per-PR-patch-synthesis-recalibration + per-canonical-FBC-per-PR-breaking-change-classification-recalibration + per-canonical-FBC-per-PR-affected-repo-detection-recalibration + per-canonical-FBC-per-PR-reviewer-routing-recalibration + per-canonical-FBC-per-PR-RAG-retrieval-recalibration + per-canonical-FBC-per-PR-pattern-learning + per-canonical-FBC-per-PR-emerging-changelog-source-detection + per-canonical-FBC-per-PR-emerging-vendor-deprecation-pattern-detection. Per-canonical-per-PR-cross-skill-handoff runs per-portfolio per-canonical-per-PR-handoff-to-auto-pr-generation (parent commercial pillar at /auto-pr-generation) + per-canonical-per-PR-handoff-to-marketing-vendor-changelog-monitoring (sibling commercial at /marketing-vendor-changelog-monitoring) + per-canonical-per-PR-handoff-to-schema-org-quarterly-changelog-audit (sibling commercial at /schema-org-quarterly-changelog-audit) + per-canonical-per-PR-handoff-to-tiered-auto-remediation-for-vendor-api-drift (sibling build-pillar at /how-to-build-tiered-auto-remediation-for-vendor-api-drift) + per-canonical-per-PR-handoff-to-marketing-stack-integration-health-monitoring (sibling build-pillar at /how-to-build-marketing-stack-integration-health-for-multi-vendor-campaign-operations) + per-canonical-per-PR-handoff-to-routing-audit-trail (sibling build-pillar at /how-to-build-routing-audit-trails-for-ai-output-governance) + per-canonical-per-PR-handoff-to-versioned-history-regulatory-defense (sibling build-pillar at /how-to-build-versioned-history-regulatory-defense-for-multi-location-operators) + per-canonical-per-PR-handoff-to-per-location-metric-ingestion (sibling build-pillar at /how-to-build-per-location-metric-ingestion-across-10-15-sources-per-location) + per-canonical-per-PR-handoff-to-pos-receipt-integration (sibling build-pillar at /how-to-build-multi-vendor-receipt-joining-and-offline-attribution-end-to-end) + per-canonical-per-PR-handoff-to-attribution-rollup (sibling build-pillar at /how-to-build-per-location-cross-channel-attribution-rollup-for-franchise-reporting) + per-canonical-per-PR-handoff-to-customer-data-graph + per-canonical-per-PR-handoff-to-brand-voice-management + per-canonical-per-PR-handoff-to-forbidden-phrase-library.

What does per-PR audit-trail + per-integration-drift-monitor-agent-canonical-bundle do?

Per-portfolio per-PR per-canonical-audit-trail runs per-portfolio per-canonical-per-PR-canonical-audit-record (per-PR-ID + per-banner-pointer + per-repo-pointer + per-vendor-pointer + per-changelog-source-snapshot + per-changelog-version-pin-snapshot + per-semver-classification-snapshot + per-changelog-NLP-classification-snapshot + per-deprecation-warning-snapshot + per-sunset-date-snapshot + per-breaking-change-detection-snapshot + per-affected-repo-detection-snapshot + per-affected-symbol-snapshot + per-blast-radius-snapshot + per-fix-difficulty-score-snapshot + per-breaking-change-severity-snapshot + per-confidence-tier + per-explainability + per-codebase-fingerprint-snapshot + per-codemod-AST-engine-snapshot + per-multi-LLM-patch-generation-snapshot + per-RAG-retrieval-snapshot + per-patch-validation-snapshot + per-test-coverage-snapshot + per-patch-rollback-snapshot + per-patch-confidence-tier + per-patch-explainability + per-CODEOWNERS-resolution-snapshot + per-affected-team-detection-snapshot + per-reviewer-routing-priority-policy-snapshot + per-required-approval-count-snapshot + per-reviewer-SLA-snapshot + per-PagerDuty-Opsgenie-incident-handoff-snapshot + per-Slack-Teams-channel-notification-snapshot + per-CI-CD-trigger-snapshot + per-merge-policy-snapshot + per-reviewer-confidence-tier + per-reviewer-explainability + per-multi-LLM-pre-publish-record + per-realized-merge-record + per-realized-rollback-record + per-realized-CI-CD-pass-rate-record + per-realized-reviewer-approval-rate-record + per-realized-time-to-merge-record + per-realized-breaking-change-blast-radius-record + per-realized-production-incident-record + per-FBC-feedback per-canonical-audit-record) + per-canonical-SOC-2-Type-II + per-canonical-ISO-27001 + per-canonical-NIST-CSF + per-canonical-NIST-SP-800-53 + per-canonical-NIST-SP-800-218A-secure-AI-development + per-canonical-PCI-DSS + per-canonical-HIPAA-PHI + per-canonical-FedRAMP-Moderate + per-canonical-CCPA-CPRA-DSAR + per-canonical-GDPR-DPIA + per-canonical-LGPD-ANPD + per-canonical-DPDP-India + per-canonical-PIPEDA-OPC + per-canonical-CASL-CRTC + per-canonical-EU-AI-Act-Article-13-transparency + per-canonical-EU-AI-Act-Article-14-human-oversight + per-canonical-EU-AI-Act-Article-15-accuracy-robustness-cybersecurity + per-canonical-NIST-AI-RMF + per-canonical-ISO-42001-AI-management-system + per-canonical-immutable-WORM-storage + per-canonical-7-year-IRS-tax-retention + per-canonical-SEC-7-year-revenue-recognition-retention + per-canonical-Sarbanes-Oxley-Section-302-404-attestation. Per-integration-drift-monitor-agent-canonical-bundle integrates the auto-pr-generation skill with sibling skills on the same integration-drift-monitor agent: per-canonical-auto-pr-generation (this skill) + per-canonical-marketing-vendor-changelog-monitoring (sibling commercial) + per-canonical-schema-org-quarterly-changelog-audit (sibling commercial) + per-canonical-tiered-auto-remediation-for-vendor-api-drift (sibling build-pillar) + per-canonical-integration-health-monitoring (sibling build-pillar) + per-canonical-marketing-api-integration-health-monitoring (sibling commercial) + per-canonical-per-vendor-API-version-management (sibling) + per-canonical-per-vendor-schema-version-management (sibling) + per-canonical-per-vendor-OAuth-token-management (sibling) + per-canonical-per-vendor-rate-limit-management (sibling) + per-canonical-per-vendor-cost-budget-management (sibling) + per-canonical-per-vendor-incident-response (sibling). Per-canonical-end-to-end-SLA runs per-canonical-per-vendor-changelog-ingest-to-semver-classify-to-NLP-classify-to-deprecation-warning-detect-to-breaking-change-detect-to-affected-repo-detect-to-affected-symbol-detect-to-blast-radius-resolve-to-severity-classify-to-codebase-fingerprint-to-codemod-AST-engine-select-to-multi-LLM-patch-generate-to-RAG-retrieve-to-patch-validate-to-test-coverage-check-to-CODEOWNERS-resolve-to-reviewer-routing-priority-policy-evaluate-to-PagerDuty-Opsgenie-incident-handoff-to-Slack-Teams-channel-notify-to-CI-CD-trigger-to-pre-publish-to-present-to-FBC-SLA canonical-SLA.

Engage the integration-drift-monitor agent

Per-portfolio per-banner per-vendor per-canonical-changelog-ingestion-spec + per-canonical-breaking-change-classification-spec + per-canonical-patch-synthesis-spec + per-canonical-reviewer-routing-spec + per-canonical-multi-LLM-pre-publish-check + per-canonical-FBC-feedback-loop + per-canonical-audit-trail + per-portfolio audit-trail shipped as the orchestration layer above your existing per-dependency-bump-vendor + per-codemod-AST-engine-vendor + per-AI-code-assistant-vendor + per-CI-CD-reviewer-routing-vendor primitive.

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