| skill-area:service-mocking | skill-area:integration-testing | SkillArea |
| skill-area:acceptance-testing | skill-area:e2e-testing | SkillArea |
| skill-area:regression-testing | skill-area:integration-testing | SkillArea |
| stack-profile:data-lakehouse | skill-area:etl-pipelines | SkillArea |
| stack-profile:data-lakehouse | skill-area:data-warehouse-modeling | SkillArea |
| stack-profile:data-lakehouse | skill-area:spark-jobs | SkillArea |
| stack-profile:data-lakehouse | skill-area:dbt-modeling | SkillArea |
| stack-profile:data-lakehouse | skill-area:data-quality | SkillArea |
| stack-profile:stream-processing | skill-area:kafka-stream-processing | SkillArea |
| stack-profile:stream-processing | skill-area:streaming-realtime-processing | SkillArea |
| stack-profile:stream-processing | skill-area:batch-vs-stream-tradeoffs | SkillArea |
| stack-profile:stream-processing | skill-area:data-quality | SkillArea |
| stack-profile:stream-processing | skill-area:observability-instrumentation | SkillArea |
| stack-profile:feature-store-mlops | skill-area:feature-engineering-pipelines | SkillArea |
| stack-profile:feature-store-mlops | skill-area:model-registry-management | SkillArea |
| stack-profile:feature-store-mlops | skill-area:model-serving-deployment | SkillArea |
| stack-profile:feature-store-mlops | skill-area:ci-cd-ml-pipelines | SkillArea |
| stack-profile:feature-store-mlops | skill-area:model-monitoring-drift-detection | SkillArea |
| stack-profile:llm-fine-tuning | skill-area:ml-fine-tuning | SkillArea |
| stack-profile:llm-fine-tuning | skill-area:deep-learning-libraries | SkillArea |
| stack-profile:llm-fine-tuning | skill-area:machine-learning-frameworks | SkillArea |
| stack-profile:llm-fine-tuning | skill-area:model-serving-deployment | SkillArea |
| stack-profile:llm-fine-tuning | skill-area:llm-infrastructure | SkillArea |
| stack-profile:multi-agent-orchestration | skill-area:multi-agent-coordination | SkillArea |
| stack-profile:multi-agent-orchestration | skill-area:agent-planning-reasoning | SkillArea |
| stack-profile:multi-agent-orchestration | skill-area:agentic-loops | SkillArea |
| stack-profile:multi-agent-orchestration | skill-area:tool-use | SkillArea |
| stack-profile:multi-agent-orchestration | skill-area:chain-of-thought-multistep-orchestration | SkillArea |
| stack-profile:agentic-rag | skill-area:retrieval-augmented-generation | SkillArea |
| stack-profile:agentic-rag | skill-area:rag-pipeline-engineering | SkillArea |
| stack-profile:agentic-rag | skill-area:embedding-optimization | SkillArea |
| stack-profile:agentic-rag | skill-area:prompt-engineering | SkillArea |
| stack-profile:agentic-rag | skill-area:context-management | SkillArea |
| stack-profile:coding-agent-platform | skill-area:ai-agent-development | SkillArea |
| stack-profile:coding-agent-platform | skill-area:agentic-loops | SkillArea |
| stack-profile:coding-agent-platform | skill-area:tool-use | SkillArea |
| stack-profile:coding-agent-platform | skill-area:ci-cd | SkillArea |
| stack-profile:coding-agent-platform | skill-area:developer-experience | SkillArea |
| stack-profile:voice-ai-agent | skill-area:audio-processing | SkillArea |
| stack-profile:voice-ai-agent | skill-area:streaming-realtime-processing | SkillArea |
| stack-profile:voice-ai-agent | skill-area:websocket-design | SkillArea |
| stack-profile:voice-ai-agent | skill-area:natural-language-processing | SkillArea |
| stack-profile:voice-ai-agent | skill-area:model-serving-deployment | SkillArea |
| stack-profile:edge-ai-iot | skill-area:firmware-development | SkillArea |
| stack-profile:edge-ai-iot | skill-area:communication-protocols | SkillArea |
| stack-profile:edge-ai-iot | skill-area:model-serving-deployment | SkillArea |
| stack-profile:edge-ai-iot | skill-area:sensor-libraries | SkillArea |
| stack-profile:edge-ai-iot | skill-area:low-power-design | SkillArea |
| stack-profile:kubernetes-platform-engineering | skill-area:k8s-operator-development | SkillArea |
| stack-profile:kubernetes-platform-engineering | skill-area:gitops | SkillArea |
| stack-profile:kubernetes-platform-engineering | skill-area:terraform-infrastructure | SkillArea |
| stack-profile:kubernetes-platform-engineering | skill-area:containerization | SkillArea |
| stack-profile:kubernetes-platform-engineering | skill-area:developer-experience | SkillArea |
| stack-profile:observability-stack | skill-area:observability-instrumentation | SkillArea |
| stack-profile:observability-stack | skill-area:distributed-tracing | SkillArea |
| stack-profile:observability-stack | skill-area:metrics-dashboarding | SkillArea |
| stack-profile:observability-stack | skill-area:log-aggregation | SkillArea |
| stack-profile:observability-stack | skill-area:alerting-oncall | SkillArea |
| stack-profile:security-operations | skill-area:vulnerability-scanning | SkillArea |
| stack-profile:security-operations | skill-area:runtime-security | SkillArea |
| stack-profile:security-operations | skill-area:policy-enforcement | SkillArea |
| stack-profile:security-operations | skill-area:container-security | SkillArea |
| stack-profile:security-operations | skill-area:threat-detection | SkillArea |
| stack-profile:ecommerce-nextjs | skill-area:e-commerce | SkillArea |
| stack-profile:ecommerce-nextjs | skill-area:payment-processing | SkillArea |
| stack-profile:ecommerce-nextjs | skill-area:server-side-rendering | SkillArea |
| stack-profile:ecommerce-nextjs | skill-area:caching-strategies | SkillArea |
| stack-profile:ecommerce-nextjs | skill-area:frontend-development | SkillArea |
| stack-profile:developer-portal | skill-area:developer-experience | SkillArea |
| stack-profile:developer-portal | skill-area:api-doc-generation | SkillArea |
| stack-profile:developer-portal | skill-area:technical-documentation | SkillArea |
| stack-profile:developer-portal | skill-area:plugin-systems | SkillArea |
| stack-profile:developer-portal | skill-area:design-systems | SkillArea |
| stack-profile:monorepo-fullstack | skill-area:server-side-rendering | SkillArea |
| stack-profile:monorepo-fullstack | skill-area:backend-api-design | SkillArea |
| stack-profile:monorepo-fullstack | skill-area:backend-data-persistence | SkillArea |
| stack-profile:monorepo-fullstack | skill-area:typescript-generic-programming | SkillArea |
| stack-profile:monorepo-fullstack | skill-area:ci-cd | SkillArea |
| stack-profile:content-management-platform | skill-area:server-side-rendering | SkillArea |
| stack-profile:content-management-platform | skill-area:caching-strategies | SkillArea |
| stack-profile:content-management-platform | skill-area:backend-api-design | SkillArea |
| stack-profile:content-management-platform | skill-area:frontend-development | SkillArea |
| stack-profile:content-management-platform | skill-area:content-strategy | SkillArea |
| stack-profile:real-time-collaboration | skill-area:websocket-design | SkillArea |
| stack-profile:real-time-collaboration | skill-area:streaming-realtime-processing | SkillArea |
| stack-profile:real-time-collaboration | skill-area:application-state-management | SkillArea |
| stack-profile:real-time-collaboration | skill-area:concurrency-multithreading | SkillArea |
| stack-profile:real-time-collaboration | skill-area:react-state-management | SkillArea |
| stack-profile:video-streaming-platform | skill-area:video-processing | SkillArea |
| stack-profile:video-streaming-platform | skill-area:streaming-protocols | SkillArea |
| stack-profile:video-streaming-platform | skill-area:cdn-edge | SkillArea |
| stack-profile:video-streaming-platform | skill-area:background-job-processing | SkillArea |
| stack-profile:video-streaming-platform | skill-area:media-encoding | SkillArea |
| stack-profile:search-discovery | skill-area:search-indexing | SkillArea |
| stack-profile:search-discovery | skill-area:search-infrastructure | SkillArea |
| stack-profile:search-discovery | skill-area:caching-strategies | SkillArea |
| stack-profile:search-discovery | skill-area:data-fetching-caching | SkillArea |
| stack-profile:search-discovery | skill-area:backend-api-design | SkillArea |
| stack-profile:api-gateway-microservices | skill-area:backend-api-design | SkillArea |
| stack-profile:api-gateway-microservices | skill-area:k8s-operator-development | SkillArea |