Skills / Role Evolution Hub¶
Systematizing the skill sets, role restructuring, and learning paths needed by engineers and teams in the AI-native era.
🤖 Agent Skills¶
- SkillsMP Complete Guide: Choosing the right skill from 66,541 options (by SDLC phase)
- Agent Skills Complete Guide (Beginner): How SKILL.md works, auto-trigger mechanisms
- Agent Skills Real-World Use Cases: Adoption case studies and impact measurement templates
- skill-creator Complete Guide: Developing and operating custom skills for your organization
📘 Foundational Articles¶
- AI engineer philosophy & skills: ../ai-engineer-skills-philosophy-2025.md
🔄 Role Mapping¶
| Legacy Role | New Role (Example) | Primary Domain |
|---|---|---|
| Implementation Engineer | AI Prompt / Config Designer | Prompt systematization / context design |
| QA Engineer | AI Evaluation Engineer | Output evaluation / risk verification |
| SRE | AI Operations Reliability Engineer | Cost / inference latency / reliability observability |
| Tech Lead | AI Orchestrator | Workflow / model selection strategy |
🧭 Planned Additions¶
- Maturity model (Levels 1-5)
- Learning roadmap (Foundations → Integration → Automation → Optimization)
- Role-specific KPI samples