| 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: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 |
| 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 |