AI Multi-Model Orchestration Loop FAQs

Question 1

When should I use the AI Orchestration Feedback Loop?

Accepted Answer

Use this skill for mission-critical features, complex architectural changes, or security-sensitive code that requires deep validation from multiple AI perspectives. It is not recommended for simple, single-file changes.

Question 2

What is the Gemini Co-Implementation feature?

Accepted Answer

Co-Implementation allows Gemini to work alongside Claude by handling auxiliary tasks such as generating documentation, unit test scaffolds, and boilerplate configurations while Claude focuses on the core logic.

Question 3

How does the skill handle conflicting advice from different AIs?

Accepted Answer

Phase 4 (Synthesis) specifically reads all validation results to identify consensus points and divergence, creating a prioritized action plan that identifies specific user decisions needed to resolve conflicts.

Question 4

Does this skill require other plugins to function?

Accepted Answer

Yes, it requires the gemini-plugin and codex-plugin to be installed and configured, as it calls their respective CLIs for validation and review tasks.

Question 5

Can I choose which AI model handles specific tasks?

Accepted Answer

Absolutely. During Phase 0 (Pre-flight), you can select between Standard, Codex-Heavy, Gemini-Heavy, or Custom role assignments for planning, validation, and review phases.

AI Multi-Model Orchestration Loop

AI Multi-Model Orchestration Loop

About

Key Features

Use Cases

About

Key Features

Use Cases