| responsibility:capacity-planning | skill-area:sli-slo-management | SkillArea |
| responsibility:k8s-cluster-upgrade | skill-area:k8s-operator-development | SkillArea |
| responsibility:terraform-state-mgmt | skill-area:terraform-infrastructure | SkillArea |
| responsibility:slo-definition | skill-area:sli-slo-management | SkillArea |
| responsibility:incident-command | skill-area:incident-response | SkillArea |
| responsibility:runbook-authoring | skill-area:runbook-writing | SkillArea |
| responsibility:upgrade-dependencies-weekly | skill-area:dependency-upgrade-strategies | SkillArea |
| role:ai-champion | skill-area:prompt-engineering | SkillArea |
| role:ai-champion | skill-area:agentic-loops | SkillArea |
| role:ai-champion | skill-area:tool-use | SkillArea |
| role:ai-champion | skill-area:context-management | SkillArea |
| role:ai-champion | skill-area:eval-driven-development | SkillArea |
| role:ai-champion | skill-area:retrieval-augmented-generation | SkillArea |
| role:cloud-architect | skill-area:terraform-infrastructure | SkillArea |
| role:cloud-architect | skill-area:dns-design | SkillArea |
| role:cloud-architect | skill-area:containerization | SkillArea |
| role:cloud-architect | skill-area:service-mesh-config | SkillArea |
| role:cloud-architect | skill-area:k8s-rbac | SkillArea |
| role:code-reviewer | skill-area:code-review-practice | SkillArea |
| role:code-reviewer | skill-area:sast | SkillArea |
| role:code-reviewer | skill-area:unit-testing | SkillArea |
| role:code-reviewer | skill-area:api-design | SkillArea |
| role:code-reviewer | skill-area:dependency-vulnerability-mgmt | SkillArea |
| role:data-scientist | skill-area:python-data-pipelines | SkillArea |
| role:data-scientist | skill-area:dbt-modeling | SkillArea |
| role:data-scientist | skill-area:eval-driven-development | SkillArea |
| role:data-scientist | skill-area:mathematical-reasoning | SkillArea |
| role:database-administrator | skill-area:postgres-tuning | SkillArea |
| role:database-administrator | skill-area:database-migrations-zero-downtime | SkillArea |
| role:database-administrator | skill-area:schema-evolution | SkillArea |
| role:database-administrator | skill-area:data-warehouse-modeling | SkillArea |
| role:debugger | skill-area:bug-fixing-from-issues | SkillArea |
| role:debugger | skill-area:tool-use | SkillArea |
| role:debugger | skill-area:profiling-cpu | SkillArea |
| role:debugger | skill-area:profiling-memory | SkillArea |
| role:debugger | skill-area:multi-turn-tool-use | SkillArea |
| role:devrel | skill-area:tutorial-design | SkillArea |
| role:devrel | skill-area:reference-docs | SkillArea |
| role:devrel | skill-area:docs-as-code | SkillArea |
| role:devrel | skill-area:api-doc-generation | SkillArea |
| role:engineering-manager | skill-area:adr-writing | SkillArea |
| role:engineering-manager | skill-area:code-review-practice | SkillArea |
| role:engineering-manager | skill-area:semver-discipline | SkillArea |
| role:explorer | skill-area:context-management | SkillArea |
| role:explorer | skill-area:dead-code-elimination | SkillArea |
| role:explorer | skill-area:reference-docs | SkillArea |
| role:explorer | skill-area:tool-use | SkillArea |
| role:quantitative-analyst | skill-area:python-data-pipelines | SkillArea |
| role:quantitative-analyst | skill-area:ml-fine-tuning | SkillArea |
| role:trading-systems-engineer | skill-area:rust-async-runtime | SkillArea |
| role:trading-systems-engineer | skill-area:rate-limiting | SkillArea |
| role:trading-systems-engineer | skill-area:kafka-stream-processing | SkillArea |
| role:portfolio-manager | skill-area:python-data-pipelines | SkillArea |
| role:risk-analyst | skill-area:python-data-pipelines | SkillArea |
| role:risk-analyst | skill-area:observability-pipeline | SkillArea |
| role:research-analyst | skill-area:python-data-pipelines | SkillArea |
| role:research-analyst | skill-area:ml-fine-tuning | SkillArea |
| role:compliance-officer | skill-area:observability-pipeline | SkillArea |
| role:operational-risk-analyst | skill-area:observability-pipeline | SkillArea |
| role:security-risk-analyst | skill-area:incident-response | SkillArea |
| role:security-risk-analyst | skill-area:observability-pipeline | SkillArea |
| role:business-analyst | skill-area:python-data-pipelines | SkillArea |
| role:business-analyst | skill-area:domain-driven-design | SkillArea |
| role:data-analyst | skill-area:python-data-pipelines | SkillArea |
| role:data-analyst | skill-area:postgres-tuning | SkillArea |
| role:incident-commander | skill-area:incident-response | SkillArea |
| role:incident-commander | skill-area:runbook-writing | SkillArea |
| role:incident-commander | skill-area:sli-slo-management | SkillArea |
| role:incident-commander | skill-area:observability-pipeline | SkillArea |
| role:ml-engineer | skill-area:ml-fine-tuning | SkillArea |
| role:ml-engineer | skill-area:eval-driven-development | SkillArea |
| role:ml-engineer | skill-area:python-implementation | SkillArea |
| role:ml-engineer | skill-area:retrieval-augmented-generation | SkillArea |
| role:planner | skill-area:adr-writing | SkillArea |
| role:planner | skill-area:c4-modeling | SkillArea |
| role:planner | skill-area:context-management | SkillArea |
| role:planner | skill-area:eval-driven-development | SkillArea |
| role:planner | skill-area:agentic-loops | SkillArea |
| role:platform-engineer | skill-area:k8s-operator-development | SkillArea |
| role:platform-engineer | skill-area:k8s-rbac | SkillArea |
| role:platform-engineer | skill-area:gitops | SkillArea |
| role:platform-engineer | skill-area:terraform-infrastructure | SkillArea |
| role:platform-engineer | skill-area:plugin-systems | SkillArea |
| role:principal-engineer | skill-area:c4-modeling | SkillArea |
| role:principal-engineer | skill-area:domain-driven-design | SkillArea |
| role:principal-engineer | skill-area:hexagonal-architecture | SkillArea |
| role:principal-engineer | skill-area:adr-writing | SkillArea |
| role:principal-engineer | skill-area:monolith-vs-microservices | SkillArea |
| role:product-designer | skill-area:design-systems | SkillArea |
| role:product-designer | skill-area:figma-prototyping | SkillArea |
| role:product-designer | skill-area:web-accessibility | SkillArea |
| role:product-designer | skill-area:typography | SkillArea |
| role:product-designer | skill-area:color-theory | SkillArea |
| role:product-designer | skill-area:motion-design | SkillArea |
| role:bug-triager | skill-area:context-management | SkillArea |
| role:bug-triager | skill-area:tool-use | SkillArea |
| role:bug-triager | skill-area:agentic-loops | SkillArea |
| role:release-manager-bot | skill-area:semver-discipline | SkillArea |
| role:release-manager-bot | skill-area:gitops | SkillArea |
| role:release-manager-bot | skill-area:blue-green-deployment | SkillArea |