| ML models, LLM integration, embeddings, AI features, RAG | ai-engineer | ai-engineer/SKILL.md |
| API design, database design, system scalability, microservices | backend-architect | backend-architect/SKILL.md |
| CI/CD pipelines, infrastructure automation, deployment, monitoring | devops-automator | devops-automator/SKILL.md |
| UI implementation, component development, responsive design, PWA | frontend-developer | frontend-developer/SKILL.md |
| cross-platform mobile, React Native | mobile-app-builder | mobile-app-builder/SKILL.md |
| fast iteration, MVP scaffolding, prototype builds | rapid-prototyper | rapid-prototyper/SKILL.md |
| third-party API integration, orchestration | api-integrator | (routed via engineering domain) |
| retrieval-augmented generation systems | rag-specialist | (routed via engineering domain) |
| LLM prompt design, optimization | prompt-engineer | (routed via engineering domain) |
| query optimization, schema design, indexing | database-optimizer | (routed via engineering domain) |
| package security, version management, supply chain | dependency-auditor | (routed via engineering domain) |
| ML dataset preparation, governance | training-data-curator | (routed via engineering domain) |
| automated support, chatbot systems | support-agent-builder | (routed via engineering domain) |
| benchmarking, load testing, latency optimization | performance-engineer | (routed via engineering domain) |
| cloud spend analysis, right-sizing | cloud-cost-optimizer | (routed via engineering domain) |
| auth, payment, PII code path security | security-architect | (routed via engineering domain) |
| end-to-end system integration | solution-architect | (routed via engineering domain) |
| API validation, contract testing | api-tester | (routed via engineering domain) |
| performance and stress testing | load-tester | (routed via engineering domain) |