Web Research (Dual AI) FAQs

Question 1

How does this skill save context window space?

Accepted Answer

It offloads the browsing and analysis to external CLI agents. Only a concise, structured JSON summary is returned to Claude, preventing thousands of lines of web content from filling your session history.

Question 2

Can I customize the research schema?

Accepted Answer

The skill uses a standardized JSON schema for reliability, but the prompts can be adjusted within the skill configuration to focus on specific technical aspects like security or performance.

Question 3

Is the research performed in real-time?

Accepted Answer

Yes, Gemini executes a live web search during the task, ensuring the information reflects the current state of the web rather than relying on training data cutoffs.

Question 4

Why does it use two different AI models?

Accepted Answer

Using Gemini for the primary search and Codex for cross-verification significantly reduces the risk of AI hallucinations and ensures that information is validated against multiple sources before being presented.

Question 5

What tools are required to use this skill?

Accepted Answer

This skill requires the Gemini CLI and Codex CLI to be installed and configured in your local environment, as it uses these tools to perform the background investigation.

Web Research (Dual AI)

Key Features

Use Cases

Web Research (Dual AI)

Key Features

Use Cases