multi-agent-genie-orchestration

Orchestrate multi-agent queries across Genie Spaces with intent classification and parallel execution.

1|Updated Jan 22, 2026
One-click install
npx skills add https://github.com/prashsub/vibe_coding_lakehouse_starter_repo --skill multi-agent-genie-orchestration-prashsub
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: multi-agent-genie-orchestration
Source: https://github.com/prashsub/vibe_coding_lakehouse_starter_repo/tree/main/data_product_accelerator/skills/genai-agents/05-multi-agent-genie-orchestration
Command: npx skills add https://github.com/prashsub/vibe_coding_lakehouse_starter_repo --skill multi-agent-genie-orchestration-prashsub

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and assets (resource) components.

What problem does it solve?

This Skill addresses the complexity of querying data across multiple specialized Genie Spaces by providing robust orchestration patterns, ensuring reliable data access and synthesis.

Core Features & Use Cases

  • Multi-Agent Orchestration: Manages interactions between multiple Genie Spaces for complex queries.
  • Intent Classification & Routing: Intelligently routes user queries to the most relevant Genie Spaces.
  • Parallel Query Execution: Executes queries across multiple domains concurrently for faster results.
  • Cross-Domain Synthesis: Combines results from different Genie Spaces into a unified, coherent response.
  • CRITICAL NO LLM Fallback: Ensures data integrity by explicitly failing rather than hallucinating data when Genie queries fail.
  • Use Case: A user asks, "What was our total cloud spend last month and what were the top 5 jobs by DBU usage?" This Skill will route parts of the query to the 'billing' Genie Space for spend data and to the 'jobs' Genie Space for DBU usage, then synthesize the results into a single answer.

Quick Start

Use the multi-agent-genie-orchestration skill to query billing and jobs data for last month's spend and top job usage.

Frequently Asked Questions about multi-agent-genie-orchestration

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is multi-agent orchestration for Genie Spaces?

Yes, you can query multiple Genie Spaces in parallel. This pattern executes queries across different specialized domains concurrently, enabling faster results for complex queries that require data synthesis from multiple sources.

How do I route user queries to different Genie Spaces?

You route user queries using intent classification. This mechanism intelligently analyzes the user's request and directs specific parts of the query to the most relevant specialized Genie Spaces for execution.

How does the system handle Genie query failures?

The system uses a critical no LLM fallback to ensure data integrity. When Genie queries fail, it explicitly fails the operation rather than allowing the LLM to hallucinate or fabricate the missing data.

Can I execute parallel queries across multiple Genie Spaces?

Yes, you can execute parallel queries across multiple Genie Spaces. This orchestration pattern runs queries across different specialized domains concurrently, enabling faster results for complex requests requiring cross-domain data synthesis.

What is the best way to synthesize data from multiple specialized domains?

Cross-domain synthesis combines structured results from different Genie Spaces into a unified response. By orchestrating parallel domain queries, it merges separate data points like billing costs and job usage into a single coherent answer.