| AI application, model gateway, RAG, evaluations, agent runtime, HITL, AI cost or security | skills/ai/* |
| API contract, system architecture, distributed systems, microservices, validation contracts | skills/architecture/* |
| Database schema, SQL, MySQL, PostgreSQL, reliability, persistence | skills/backend-databases/* |
| CI/CD, cloud, containers, Kubernetes, release engineering, observability, reliability | skills/devops-cloud/* |
| React, Next.js, Tailwind implementation, frontend performance, image compression, content UX | skills/frontend-ux/* |
| Android, iOS, Kotlin Multiplatform, PWA, mobile operations | skills/android/*, skills/ios/*, skills/mobile-cross/* |
| Mobile/desktop/online game inception, design, math/simulation, rendering, Unity, Godot, Unreal, Apple delivery, multiplayer/backend, build/release, security, 2D/3D content, accessibility, analytics/live economy, studio operations, QA or live operations | skills/game-development/* |
| TypeScript, JavaScript, Python, PHP, C#/.NET | skills/languages/* |
| SaaS tenancy, pricing, billing, entitlements, SSO/SCIM, portability, admin tooling | skills/saas/* |
| Security audit, code safety, DPIA, Linux hardening, network security | skills/security/* |
| Product discovery, business metrics, documents, spreadsheets, proposal readiness, delivery control | skills/product-business/* |
| SDLC documentation, skill writing, catalog guardrails, world-class engineering gates | skills/sdlc-meta/* and 00-meta-initialization/* |
| Finance/accounting rules, statutory values, IFRS, close, audit, payroll, tax | External chwezi-accounting-doctrine; local finance skills only orchestrate implementation |
| Visual design, typography, UI/UX appearance, documents, slides, spreadsheets, PDF visual polish | External design-system-skills |