We begin this tutorial by designing a modular deep research system that runs directly on Google Colab. We configure Gemini as the core reasoning engine, integrate DuckDuckGo’s Instant Answer API for lightweight web search, and orchestrate multi-round querying with deduplication and delay handling. We emphasize efficiency by limiting API calls, parsing concise snippets, and using […] The post How to Build a Multi-Round Deep Research Agent with Gemini, DuckDuckGo API, and Automated Reporting? appeared first on MarkTechPost.
How to Build a Multi-Round Deep Research Agent with Gemini, DuckDuckGo API, and Automated Reporting?
We begin this tutorial by designing a modular deep research system that runs directly on Google Colab. We configure Gemini as the core reasoning engine, integrate DuckDuckGo’s Instant Answer API for lightweight web search, and orchestrate multi-round querying with deduplication and delay handling. We emphasize efficiency by limiting API calls, parsing concise snippets, and using […] The post How to Build a Multi-Round Deep Research Agent with Gemini, DuckDuckGo API, and Automated Reporting? appeared first on MarkTechPost.