How to Build a Multi-Round Deep Research Agent with Gemini, DuckDuckGo API, and Automated Reporting?
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A new modular deep research system has been developed to operate directly within Google Colab, leveraging Google's Gemini as the core reasoning engine and integrating DuckDuckGos Instant Answer API for lightweight web searches. This setup enables multi-round querying with features such as deduplication and delay management, optimizing efficiency by limiting API calls and parsing concise snippets to extract key insights, themes, and points of interest. The system's architecture emphasizes flexibility and rapid experimentation, allowing users to adapt workflows for more comprehensive or targeted research queries. It incorporates structured prompts and JSON-based analysis to facilitate detailed source collection and analysis, making it a
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