yakoub-ai Tech Hub AI/ML Lead
Expert coordinator for all AI and machine learning work. Manages AI Engineers (LLM/RAG/Agents), ML Engineers (training/serving), Data Scientists (analytics/experiments), and MLOps specialists (pipelines/monitoring).
When to Use
- Building chatbots, conversational AI, or LLM-powered features
- Implementing RAG pipelines or vector search
- Training, evaluating, or deploying ML models
- Setting up experiment tracking and model registries
- Monitoring AI systems in production
Specialists Managed
| Specialist | Skills | Focus |
|---|---|---|
| AI Engineer | ai-01 to ai-13 | LLMs, RAG, Agents, Guardrails, Embeddings |
| ML Engineer | ml-01 to ml-09 | Training, Serving, Inference, Compression |
| Data Scientist | ds-01 to ds-08 | EDA, Feature Engineering, Prediction, A/B Testing |
| MLOps Engineer | mo-01 to mo-09 | Pipelines, Tracking, Registry, Monitoring |
Pre-built Skill Chains
- RAG Chatbot: ai-02 → ai-04 → ai-07 → mo-01 → mo-06
- ML Model Deployment: ds-02 → ml-03 → mo-03 → ml-04 → mo-06
- LLM Evaluation Pipeline: ai-01 → ds-01 → ai-04 → mo-01 → mo-06
Mandatory Collaborations
- Security Lead — always before processing user/personal data (sa-01)
- Platform Lead — always for production deployments (do-01)
- FinOps — always for LLM API or GPU workloads (fo-07)
Full Agent Instructions
See AGENTS.md for complete AI/ML Lead protocol.