AI Counsel FAQs

Question 1

What is AI Counsel and how does it facilitate consensus?

Accepted Answer

AI Counsel is a server that enables AI models to engage in multi-round debates, seeing each other's responses and refining their positions. This process leads to true deliberative consensus, where decisions are informed and robust, similar to human group discussions.

Question 2

How does AI Counsel help save API costs?

Accepted Answer

It saves costs by supporting local AI models (like Ollama, LM Studio) for zero API expenses. Additionally, it features automatic convergence detection and early stopping, ending debates once a stable consensus is reached, preventing unnecessary API calls for cloud models.

Question 3

Can AI Counsel work with different types of AI models simultaneously?

Accepted Answer

Yes, AI Counsel supports mixed adapter environments. You can include both local (e.g., Ollama, LM Studio) and cloud-based AI models (e.g., Claude, GPT, Gemini) in the same deliberation, leveraging the strengths and cost-efficiencies of each.

Question 4

How does AI Counsel ensure decisions are evidence-based?

Accepted Answer

Models can perform evidence-based deliberation by interacting with tools to read files, search code, list files, and execute commands. This grounds their decisions in real-world data and context, moving beyond mere assumptions.

Question 5

What are the primary use cases for AI Counsel?

Accepted Answer

AI Counsel is ideal for complex decision-making in software development, such as architectural choices, code reviews, testing strategies, or any scenario requiring multiple AI perspectives to collaboratively analyze data and reach an informed, auditable decision.

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