| Secure code review, web auth, headers, input validation, XSS, SSRF, insecure defaults | references/_core-invariants.md, references/appsec/owasp-top10.md, references/appsec/ssrf-deserialization-command-injection.md, references/appsec/api-security.md, references/appsec/browser-security-modern.md, references/appsec/secure-headers.md | references/platform/* unless the target is a desktop or mobile app; references/compliance/* unless an audit mapping is explicitly requested |
| GraphQL authz, depth, persisted queries, batching | references/_core-invariants.md, references/appsec/graphql-security.md, references/iam/authorization-rbac.md | references/platform/*; references/privacy/* unless the schema exposes personal data |
| Threat modeling, abuse cases, test design | references/_core-invariants.md, references/appsec/threat-modeling.md, references/appsec/security-testing-examples.md | references/ai/* unless the system includes agents, MCP, or prompt-bearing workflows |
| Security architecture, secure design, control selection, roadmap | references/_core-invariants.md, references/appsec/threat-modeling.md, references/ops/security-improvements.md, references/ops/detection-engineering.md | references/platform/* unless platform-specific runtime constraints matter |
| Secrets, leaks, pre-push hygiene, dangerous patterns | references/_core-invariants.md, references/ops/secret-leak-prevention.md, references/ops/pre-push-checklist.md, references/ai/vibecoder-traps.md | references/compliance/*; references/platform/* unless the leak sits in a client app or workstation image |
| AuthN/AuthZ, RBAC, sessions, WebAuthn, IAM | references/_core-invariants.md, references/iam/authorization-rbac.md, references/iam/session-management.md, references/iam/webauthn-fido2.md, references/iam/cloud-iam-hardening.md | references/infra/* unless cloud or cluster policy is part of the auth path |
| SSO, SAML, OIDC, Active Directory, joiner-mover-leaver, offboarding | references/_core-invariants.md, references/iam/sso-saml-oidc-hardening.md, references/iam/active-directory-hardening.md, references/iam/identity-lifecycle-jml.md | references/appsec/* unless application code is in scope; references/privacy/* |
| Service accounts, machine identity, workload federation, break-glass access | references/_core-invariants.md, references/iam/machine-identity-and-service-accounts.md, references/iam/workload-identity-federation.md, references/iam/temporary-access-and-break-glass-governance.md, references/iam/service-account-inventory-and-ownership.md | references/platform/*; references/ai/* unless agents hold the credentials |
| Password hashing, encryption, JWT signing, webhook signatures, token generation | references/_core-invariants.md, references/appsec/applied-cryptography.md, references/appsec/webhooks-security.md, references/iam/session-management.md | references/platform/* unless native keychain or platform crypto APIs are part of the issue |
| Supply chain, CI/CD, GitHub Actions, containers, Kubernetes | references/_core-invariants.md, references/infra/supply-chain-security.md, references/infra/container-k8s-hardening.md | references/privacy/*; references/platform/* unless the runtime target is endpoint, desktop, or mobile |
| Terraform, IaC, policy as code, cloud policy exceptions, rate limiting | references/_core-invariants.md, references/infra/terraform-iac-hardening.md, references/infra/terraform-policy-as-code-recipes.md, references/infra/policy-exception-handling.md, references/infra/rate-limiting-infrastructure.md | references/ai/*; references/platform/* |
| GitHub Actions workflows, runner hardening, secrets injection paths | references/_core-invariants.md, references/infra/github-actions-hardening.md, references/infra/supply-chain-security.md, references/infra/secrets-manager-boundaries-and-injection-patterns.md | references/privacy/*; references/platform/* |
| Mobile app, iOS, Android, app store client | references/_core-invariants.md, references/platform/mobile-security.md | references/infra/* unless the backend is also in scope; references/compliance/* |
| Workstation, endpoint, MDM, admin browser separation, browser isolation | references/_core-invariants.md, references/ops/secure-workstation-builds.md, references/platform/mdm-baselines-intune-jamf-kandji.md, references/platform/high-trust-admin-workstations.md, references/platform/browser-isolation-and-profile-segmentation.md | references/appsec/*; references/ai/* unless local AI tooling is the subject |
| Desktop app, native client, C/C++ memory safety, Electron, DLL hijacking | references/_core-invariants.md, references/platform/desktop-app-security.md, references/platform/memory-safety-hardening.md | references/ai/* unless the desktop surface is an AI agent runtime; references/compliance/* unless audit mapping is explicitly requested |
| AI agents, MCP, prompt injection, hostile corpus, tool trust | references/_core-invariants.md, references/ai/llm-agent-security.md, references/ai/mcp-security.md, references/ai/hostile-corpus-review.md, references/ai/ai-cli-hardening.md | references/appsec/framework-examples.md; references/platform/* unless the user is specifically reviewing a desktop, mobile, or endpoint agent surface |
| Browser use, computer use, GUI automation, web agent, Operator, CUA, authenticated click-flow risk | references/_core-invariants.md, references/ai/browser-computer-use-security.md, references/ai/llm-agent-security.md, references/ai/ai-cli-hardening.md | references/platform/desktop-app-security.md unless the audit target is a traditional desktop app rather than an AI agent driving a sandboxed environment |
| AI IDE, browser builder, no-code, tool profiles, AI incident response | references/_core-invariants.md, references/ai/ai-ide-no-code-security.md, references/ai/ai-tool-profiles.md, references/ai/ai-agent-incident-response.md, references/ai/quick-start-ai-coding.md | references/compliance/* unless the ask is regulatory; references/infra/* unless connectors or deployment paths are in scope |
| RAG, retrieval, vector stores, embeddings, document poisoning, knowledge-base leakage | references/_core-invariants.md, references/ai/rag-retrieval-security.md, references/ai/hostile-corpus-review.md, references/ai/llm-agent-security.md | references/compliance/* unless evidence mapping is explicitly requested; references/appsec/framework-examples.md unless runnable application snippets are explicitly needed |
| Agent evals, red teaming, regression gates, release criteria | references/_core-invariants.md, references/ai/agent-evals-red-teaming.md, references/ai/llm-agent-security.md, references/ai/mcp-security.md, references/ai/hostile-corpus-review.md | references/compliance/* unless evidence mapping is explicitly requested; references/appsec/framework-examples.md unless the user also wants runnable code examples |
| Vulnerability management, CVE triage, patch prioritization, security backlog | references/_core-invariants.md, references/ops/vuln-management.md, references/ops/security-backlog-triage-and-prioritization.md | references/compliance/* unless evidence mapping is explicitly requested; references/appsec/framework-examples.md |
| Agent approvals, multi-agent delegation, connectors, memory retention, release gates | references/_core-invariants.md, references/ai/agent-approval-patterns.md, references/ai/multi-agent-boundaries-and-delegation.md, references/ai/connector-and-integration-governance.md, references/ai/agent-memory-and-context-retention.md, references/ai/ai-system-release-gates.md | references/compliance/* unless evidence mapping is explicitly requested; references/platform/* |
| Compliance mapping, SOC 2, ISO 27001, NIS2, DORA, audit evidence, questionnaires | references/_core-invariants.md, references/compliance/compliance-mapping.md, references/compliance/soc2-iso27001-evidence-packs.md, references/compliance/nis2-dora-operational-evidence.md, references/compliance/customer-security-questionnaire-response-pack.md | references/appsec/framework-examples.md; references/platform/* |
| Privacy, GDPR, retention, PII in logs and exports | references/_core-invariants.md, references/privacy/privacy-data-minimization.md, references/privacy/gdpr-security-ops.md, references/privacy/data-classification-and-handling.md | references/platform/*; references/infra/* unless logs, storage, or export pipelines are part of the issue |
| DSAR, erasure, retention enforcement, AI vendor privacy review, data transfers | references/_core-invariants.md, references/privacy/dsar-export-erasure-runbook.md, references/privacy/retention-enforcement-and-deletion-evidence.md, references/privacy/privacy-review-for-ai-vendors.md, references/privacy/cross-border-ai-data-transfer-review.md | references/appsec/*; references/infra/* unless pipelines are part of the issue |
| Detection, incident response, security roadmap | references/_core-invariants.md, references/ops/detection-engineering.md, references/ops/incident-playbooks.md, references/ai/ai-agent-incident-response.md, references/ops/security-improvements.md | references/appsec/framework-examples.md; references/compliance/* unless evidence mapping is explicitly requested |