| responsibility:generate-changelogs | skill-area:semver-discipline | SkillArea |
| responsibility:on-call-rotation | skill-area:incident-response | SkillArea |
| responsibility:onboard-new-engineer | skill-area:tutorial-design | SkillArea |
| responsibility:respond-incidents | skill-area:incident-response | SkillArea |
| responsibility:ai-agent-adoption-strategy | skill-area:agentic-loops | SkillArea |
| responsibility:ai-agent-adoption-strategy | skill-area:prompt-engineering | SkillArea |
| responsibility:ai-agent-usage-review | skill-area:eval-driven-development | SkillArea |
| responsibility:ai-agent-usage-review | skill-area:context-management | SkillArea |
| responsibility:ai-tooling-evaluation | skill-area:eval-driven-development | SkillArea |
| responsibility:ai-tooling-evaluation | skill-area:tool-use | SkillArea |
| responsibility:ai-safety-guardrails | skill-area:prompt-engineering | SkillArea |
| responsibility:ai-safety-guardrails | skill-area:agentic-loops | SkillArea |
| responsibility:ai-knowledge-sharing | skill-area:prompt-engineering | SkillArea |
| responsibility:run-architecture-review | skill-area:adr-writing | SkillArea |
| responsibility:run-architecture-review | skill-area:c4-modeling | SkillArea |
| responsibility:code-review-coverage | skill-area:code-review-practice | SkillArea |
| responsibility:adr-curation | skill-area:adr-writing | SkillArea |
| responsibility:data-quality-monitoring | skill-area:data-quality | SkillArea |
| responsibility:model-training-quality | skill-area:machine-learning-frameworks | SkillArea |
| responsibility:model-training-quality | skill-area:model-evaluation | SkillArea |
| responsibility:annotation-accuracy | skill-area:data-collection | SkillArea |
| responsibility:annotation-accuracy | skill-area:data-quality | SkillArea |
| responsibility:data-labeling-consistency | skill-area:data-collection | SkillArea |
| responsibility:inference-latency-sla | skill-area:model-serving | SkillArea |
| responsibility:inference-latency-sla | skill-area:inference-optimization | SkillArea |
| responsibility:model-drift-monitoring | skill-area:model-monitoring-drift-detection | SkillArea |
| responsibility:model-drift-monitoring | skill-area:model-evaluation | SkillArea |
| responsibility:a-b-test-integrity | skill-area:experiment-design-AB-testing | SkillArea |
| responsibility:a-b-test-integrity | skill-area:statistical-analysis | SkillArea |
| responsibility:experimentation-governance | skill-area:a-b-testing | SkillArea |
| responsibility:experimentation-governance | skill-area:feature-management | SkillArea |
| responsibility:search-relevance-quality | skill-area:search-infrastructure | SkillArea |
| responsibility:search-relevance-quality | skill-area:search-indexing | SkillArea |
| responsibility:recommendation-quality | skill-area:machine-learning-frameworks | SkillArea |
| responsibility:recommendation-quality | skill-area:ab-testing-experimentation | SkillArea |
| responsibility:content-safety | skill-area:natural-language-processing | SkillArea |
| responsibility:content-safety | skill-area:policy-enforcement | SkillArea |
| responsibility:brand-consistency | skill-area:visual-design | SkillArea |
| responsibility:brand-consistency | skill-area:brand-strategy | SkillArea |
| responsibility:accessibility-wcag-compliance | skill-area:web-accessibility | SkillArea |
| responsibility:accessibility-wcag-compliance | skill-area:accessibility-testing | SkillArea |
| responsibility:performance-budget-enforcement | skill-area:frontend-performance | SkillArea |
| responsibility:performance-budget-enforcement | skill-area:core-web-vitals | SkillArea |
| responsibility:dependency-security | skill-area:dependency-vulnerability-mgmt | SkillArea |
| responsibility:dependency-security | skill-area:supply-chain-security | SkillArea |
| responsibility:supply-chain-integrity | skill-area:supply-chain-security | SkillArea |
| responsibility:supply-chain-integrity | skill-area:SBOM-management | SkillArea |
| responsibility:zero-day-response | skill-area:incident-response | SkillArea |
| responsibility:zero-day-response | skill-area:vulnerability-management | SkillArea |
| responsibility:security-incident-triage | skill-area:security-monitoring-siem | SkillArea |
| responsibility:security-incident-triage | skill-area:incident-response | SkillArea |
| responsibility:data-retention-compliance | skill-area:data-governance | SkillArea |
| responsibility:data-retention-compliance | skill-area:compliance-automation | SkillArea |
| responsibility:gdpr-compliance | skill-area:compliance-automation | SkillArea |
| responsibility:gdpr-compliance | skill-area:data-governance | SkillArea |
| responsibility:soc2-compliance | skill-area:compliance-automation | SkillArea |
| responsibility:soc2-compliance | skill-area:compliance-scanning | SkillArea |
| responsibility:pci-compliance | skill-area:network-segmentation | SkillArea |
| responsibility:pci-compliance | skill-area:compliance-scanning | SkillArea |
| responsibility:hipaa-compliance | skill-area:compliance-automation | SkillArea |
| responsibility:hipaa-compliance | skill-area:data-governance | SkillArea |
| responsibility:uptime-sla | skill-area:sli-slo-management | SkillArea |
| responsibility:uptime-sla | skill-area:observability-pipeline | SkillArea |
| responsibility:error-budget-management | skill-area:sli-slo-management | SkillArea |
| responsibility:on-call-rotation-fairness | skill-area:alerting-oncall | SkillArea |
| responsibility:on-call-rotation-fairness | skill-area:incident-management | SkillArea |
| responsibility:api-design-governance | skill-area:api-design | SkillArea |
| responsibility:api-design-governance | skill-area:api-contract-testing | SkillArea |
| responsibility:sdk-quality | skill-area:sdk-codegen | SkillArea |
| responsibility:sdk-quality | skill-area:semver-discipline | SkillArea |
| responsibility:developer-onboarding | skill-area:developer-experience | SkillArea |
| responsibility:incident-response-coordination | skill-area:incident-response | SkillArea |
| responsibility:incident-response-coordination | skill-area:incident-management | SkillArea |
| responsibility:feature-flag-governance | skill-area:feature-management | SkillArea |
| responsibility:data-pipeline-reliability | skill-area:etl-pipelines | SkillArea |
| responsibility:data-pipeline-reliability | skill-area:data-quality | SkillArea |
| responsibility:model-quality-assurance | skill-area:eval-driven-development | SkillArea |
| responsibility:model-quality-assurance | skill-area:model-evaluation | SkillArea |
| responsibility:prompt-quality-assurance | skill-area:prompt-engineering | SkillArea |
| responsibility:prompt-quality-assurance | skill-area:eval-driven-development | SkillArea |
| responsibility:accessibility-compliance | skill-area:web-accessibility | SkillArea |
| responsibility:accessibility-compliance | skill-area:accessibility-testing | SkillArea |
| responsibility:localization-management | skill-area:internationalization | SkillArea |
| responsibility:release-cadence | skill-area:ci-cd | SkillArea |
| responsibility:release-cadence | skill-area:deployment-automation | SkillArea |
| responsibility:tech-debt-management | skill-area:code-quality | SkillArea |
| responsibility:service-mesh-governance | skill-area:service-mesh-config | SkillArea |
| responsibility:service-mesh-governance | skill-area:observability-pipeline | SkillArea |
| responsibility:slo-management | skill-area:sli-slo-management | SkillArea |
| responsibility:slo-management | skill-area:observability-pipeline | SkillArea |
| responsibility:change-management | skill-area:change-management-ops | SkillArea |
| responsibility:performance-budget-tracking | skill-area:web-vitals | SkillArea |
| responsibility:performance-budget-tracking | skill-area:performance-testing | SkillArea |
| responsibility:flaky-test-quarantine | skill-area:integration-testing | SkillArea |
| responsibility:changelog-maintenance | skill-area:semver-discipline | SkillArea |
| responsibility:secret-rotation-cadence | skill-area:secrets-rotation | SkillArea |
| responsibility:security-review | skill-area:threat-modeling | SkillArea |
| responsibility:dependency-audit | skill-area:dependency-vulnerability-mgmt | SkillArea |
| responsibility:threat-modeling | skill-area:threat-modeling | SkillArea |
| responsibility:postmortem-writeup | skill-area:runbook-writing | SkillArea |