AI 401: Under the Hood of Deep Research
Comprehend deep research mechanics: multi-step search, source evaluation, and synthesis processes
When you give an advanced AI agent a comprehensive research brief, it doesn't just "google" the answer. It initiates a sophisticated, multi-step internal process that mimics a team of human research analysts. Understanding this workflow is an expert-level skill that allows you to troubleshoot failed research and craft prompts that better guide the AI's internal mechanics.
Related topics
- Recognize which models support which tools: vision, web search, code execution, reasoning, file types, and API access
- Understand agent architectures: how different agent frameworks handle tool selection, planning, and execution
- Troubleshoot verification failures: understanding why sources are missed, misinterpreted, or hallucinated
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