| role:release-manager-bot | skill-area:canary-rollouts | SkillArea |
| role:changelog-writer | skill-area:reference-docs | SkillArea |
| role:changelog-writer | skill-area:semver-discipline | SkillArea |
| role:changelog-writer | skill-area:docs-as-code | SkillArea |
| role:adr-writer | skill-area:adr-writing | SkillArea |
| role:adr-writer | skill-area:c4-modeling | SkillArea |
| role:adr-writer | skill-area:reference-docs | SkillArea |
| role:flaky-test-detector | skill-area:integration-testing | SkillArea |
| role:flaky-test-detector | skill-area:e2e-testing | SkillArea |
| role:flaky-test-detector | skill-area:observability-pipeline | SkillArea |
| role:perf-regression-detector | skill-area:performance-testing | SkillArea |
| role:perf-regression-detector | skill-area:load-testing | SkillArea |
| role:perf-regression-detector | skill-area:web-vitals | SkillArea |
| role:perf-regression-detector | skill-area:profiling-cpu | SkillArea |
| role:cost-tracker | skill-area:observability-pipeline | SkillArea |
| role:cost-tracker | skill-area:terraform-infrastructure | SkillArea |
| role:sre-runbook-author | skill-area:runbook-writing | SkillArea |
| role:sre-runbook-author | skill-area:incident-response | SkillArea |
| role:sre-runbook-author | skill-area:observability-pipeline | SkillArea |
| role:sre-runbook-author | skill-area:sli-slo-management | SkillArea |
| role:dependency-updater-bot | skill-area:dependency-upgrade-strategies | SkillArea |
| role:dependency-updater-bot | skill-area:dependency-vulnerability-mgmt | SkillArea |
| role:dependency-updater-bot | skill-area:semver-discipline | SkillArea |
| role:dependency-updater-bot | skill-area:supply-chain-security | SkillArea |
| role:security-scanner-bot | skill-area:sast | SkillArea |
| role:security-scanner-bot | skill-area:dast | SkillArea |
| role:security-scanner-bot | skill-area:secret-scanning | SkillArea |
| role:security-scanner-bot | skill-area:dependency-vulnerability-mgmt | SkillArea |
| role:security-scanner-bot | skill-area:container-security | SkillArea |
| role:data-engineer | skill-area:etl-pipelines | SkillArea |
| role:data-engineer | skill-area:data-warehouse-modeling | SkillArea |
| role:data-engineer | skill-area:dbt-modeling | SkillArea |
| role:data-engineer | skill-area:data-quality | SkillArea |
| role:data-engineer | skill-area:data-lineage | SkillArea |
| role:data-engineer | skill-area:spark-jobs | SkillArea |
| role:data-engineer | skill-area:batch-vs-stream-tradeoffs | SkillArea |
| role:ml-engineer-convergent | skill-area:ml-fine-tuning | SkillArea |
| role:ml-engineer-convergent | skill-area:prompt-engineering | SkillArea |
| role:ml-engineer-convergent | skill-area:retrieval-augmented-generation | SkillArea |
| role:ml-engineer-convergent | skill-area:eval-driven-development | SkillArea |
| role:ml-engineer-convergent | skill-area:cuda-kernels | SkillArea |
| role:ml-engineer-convergent | skill-area:gpu-memory-hierarchy | SkillArea |
| role:technical-writer-convergent | skill-area:tutorial-design | SkillArea |
| role:technical-writer-convergent | skill-area:reference-docs | SkillArea |
| role:technical-writer-convergent | skill-area:api-doc-generation | SkillArea |
| role:technical-writer-convergent | skill-area:docs-as-code | SkillArea |
| role:technical-writer-convergent | skill-area:runbook-writing | SkillArea |
| role:fullstack-engineer | skill-area:react-components | SkillArea |
| role:fullstack-engineer | skill-area:api-design | SkillArea |
| role:fullstack-engineer | skill-area:database-migrations-zero-downtime | SkillArea |
| role:fullstack-engineer | skill-area:unit-testing | SkillArea |
| role:fullstack-engineer | skill-area:integration-testing | SkillArea |
| role:fullstack-engineer | skill-area:web-security | SkillArea |
| role:backend-engineer | skill-area:api-design | SkillArea |
| role:backend-engineer | skill-area:database-migrations-zero-downtime | SkillArea |
| role:backend-engineer | skill-area:postgres-tuning | SkillArea |
| role:backend-engineer | skill-area:rate-limiting | SkillArea |
| role:backend-engineer | skill-area:integration-testing | SkillArea |
| role:backend-engineer | skill-area:contract-testing | SkillArea |
| role:frontend-engineer | skill-area:react-components | SkillArea |
| role:frontend-engineer | skill-area:react-state-management | SkillArea |
| role:frontend-engineer | skill-area:web-vitals | SkillArea |
| role:frontend-engineer | skill-area:web-accessibility | SkillArea |
| role:frontend-engineer | skill-area:css-architecture | SkillArea |
| role:frontend-engineer | skill-area:design-systems | SkillArea |
| role:security-engineer | skill-area:threat-modeling | SkillArea |
| role:security-engineer | skill-area:sast | SkillArea |
| role:security-engineer | skill-area:dast | SkillArea |
| role:security-engineer | skill-area:secret-scanning | SkillArea |
| role:security-engineer | skill-area:supply-chain-security | SkillArea |
| role:security-engineer | skill-area:identity-security | SkillArea |
| role:security-engineer | skill-area:network-security | SkillArea |
| role:devops-engineer | skill-area:gitops | SkillArea |
| role:devops-engineer | skill-area:blue-green-deployment | SkillArea |
| role:devops-engineer | skill-area:canary-rollouts | SkillArea |
| role:devops-engineer | skill-area:containerization | SkillArea |
| role:devops-engineer | skill-area:terraform-infrastructure | SkillArea |
| role:devops-engineer | skill-area:k8s-operator-development | SkillArea |
| role:cto | skill-area:c4-modeling | SkillArea |
| role:cto | skill-area:adr-writing | SkillArea |
| role:cto | skill-area:monolith-vs-microservices | SkillArea |
| role:cto | skill-area:domain-driven-design | SkillArea |
| role:vp-engineering | skill-area:adr-writing | SkillArea |
| role:vp-engineering | skill-area:sli-slo-management | SkillArea |
| role:vp-engineering | skill-area:incident-response | SkillArea |
| role:vp-engineering | skill-area:dependency-upgrade-strategies | SkillArea |
| role:sre-lead | skill-area:sli-slo-management | SkillArea |
| role:sre-lead | skill-area:incident-response | SkillArea |
| role:sre-lead | skill-area:observability-pipeline | SkillArea |
| role:sre-lead | skill-area:chaos-engineering | SkillArea |
| role:sre-lead | skill-area:canary-rollouts | SkillArea |
| role:sre-lead | skill-area:k8s-rbac | SkillArea |
| role:qa-lead | skill-area:e2e-testing | SkillArea |
| role:qa-lead | skill-area:integration-testing | SkillArea |
| role:qa-lead | skill-area:contract-testing | SkillArea |
| role:qa-lead | skill-area:performance-testing | SkillArea |
| role:qa-lead | skill-area:accessibility-testing | SkillArea |
| role:qa-lead | skill-area:visual-regression-testing | SkillArea |
| role:engineering-manager-convergent | skill-area:adr-writing | SkillArea |
| role:engineering-manager-convergent | skill-area:sli-slo-management | SkillArea |