Entry point: /faion-net — invoke this skill for automatic routing to the appropriate domain.

ML Engineer Orchestrator

Communication: User's language. Code: English.

Purpose

Routes AI/ML tasks to specialized sub-skills. Orchestrates LLM integration, RAG, operations, agents, and multimodal AI.

Sub-Skills (5)

Sub-Skill	Purpose	Methodologies
faion-llm-integration	LLM APIs, prompting, function calling	26
faion-rag-engineer	RAG systems, embeddings, vector search	22
faion-ml-ops	Fine-tuning, evaluation, cost, observability	15
faion-ai-agents	Autonomous agents, multi-agent, MCP	26
faion-multimodal-ai	Vision, image/video gen, speech, TTS	12

Total: 101 methodologies

Routing Logic

Task Type	Route To
OpenAI/Claude/Gemini API integration	faion-llm-integration
Prompt engineering, CoT, guardrails	faion-llm-integration
RAG pipeline, embeddings, chunking	faion-rag-engineer
Vector databases, hybrid search	faion-rag-engineer
Fine-tuning, LoRA, evaluation	faion-ml-ops
Cost optimization, observability	faion-ml-ops
Agents, multi-agent, LangChain	faion-ai-agents
MCP, agent architectures	faion-ai-agents
Vision, image/video generation	faion-multimodal-ai
Speech-to-text, TTS, voice	faion-multimodal-ai

Execution Protocol

When a task arrives:

1. Analyze task intent
2. Select appropriate sub-skill (use routing table above)
3. Invoke sub-skill with Skill tool
4. Return results to caller

Quick Reference

Provider	Best For	Context	Sub-Skill
OpenAI	General, vision, tools	128K	faion-llm-integration
Claude	Long context, reasoning	200K	faion-llm-integration
Gemini	Multimodal, 2M context	2M	faion-llm-integration
Local	Privacy, offline	Varies	faion-llm-integration

Task	Sub-Skill
RAG pipeline	faion-rag-engineer
Vector DB (Qdrant, Weaviate)	faion-rag-engineer
Fine-tuning	faion-ml-ops
Cost optimization	faion-ml-ops
Agents (ReAct, multi-agent)	faion-ai-agents
LangChain/LlamaIndex	faion-ai-agents
Vision, image gen	faion-multimodal-ai
Speech, TTS	faion-multimodal-ai

Related Skills

Skill	Relationship
faion-software-developer	Application integration
faion-devops-engineer	Model deployment

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ML Engineer Orchestrator v2.0 5 Sub-Skills | 101 Total Methodologies