intelligence-engineer

Explain VNX dispatch and intelligence state schemas for multi-agent orchestration.

56|6|Updated Jan 19, 2026
One-click install
npx skills add https://github.com/Vinix24/vnx-orchestration --skill intelligence-engineer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: intelligence-engineer
Source: https://github.com/Vinix24/vnx-orchestration/tree/main/skills/intelligence-engineer
Command: npx skills add https://github.com/Vinix24/vnx-orchestration --skill intelligence-engineer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps understand and manage the VNX domain-specific state, schema, and dispatch lifecycle, ensuring correct governance and central coordination.

Core Features & Use Cases

  • Schema comprehension: Assists with editing and designing schemas for central state databases, including quality_intelligence.db and runtime_coordination.db.
  • Workflow debugging: Troubleshoots issues related to dispatch lifecycle, scope match, and integrity of governance data within VNX.
  • Code and schema modification: Guides updates to migration scripts, schema evolution, and injection logic essential for maintaining VNX's correctness.

Quick Start

Ask this Skill to assist in understanding how dispatches are tracked and how central state schemas relate to governance questions.

Frequently Asked Questions about intelligence-engineer

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

FAQPage Schema
How do I design schemas for central state databases in multi-agent orchestration environments?

Schema design for central state databases involves defining structures for quality_intelligence.db and runtime_coordination.db to manage multi-agent orchestration. This Skill guides schema comprehension, ensuring correct governance and central coordination for VNX infrastructure.

What is the dispatch lifecycle in VNX governance infrastructure?

The dispatch lifecycle in VNX governance tracks workflow steps, scope matching, and integrity of governance data. This Skill provides detailed knowledge on how central dispatch coordinates multi-agent environments and manages the state schema lifecycle.

How do I troubleshoot dispatch lifecycle and scope match issues in central state schemas?

Troubleshooting dispatch lifecycle issues requires analyzing scope match failures and governance data integrity within central state schemas. This Skill helps debug workflow steps, identify schema-related disruptions, and resolve coordination problems in VNX infrastructure.

How do I guide schema evolution and modify migration scripts for central state databases?

Schema evolution for central state databases requires updating migration scripts and injection logic to maintain VNX correctness. This Skill guides code and schema modifications, supporting safety-critical schema understanding and modification workflows.

Can I use this for safety-critical schema modification workflows in VNX governance?

Safety-critical schema modification workflows in VNX governance require strict integrity checks and lifecycle management. This Skill supports understanding and modifying schemas within the governance infrastructure, ensuring correctness during multi-agent orchestration.

What are the limitations when modifying central state schemas for multi-agent orchestration?

Modifying central state schemas for multi-agent orchestration is limited by the need to maintain dispatch lifecycle integrity and governance data correctness. This Skill focuses specifically on VNX infrastructure and does not support unrelated orchestration platforms.