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Combining NotebookLM & Gemini Gems to Build Powerful Custom AI Agents

TL;DR

Google combines NotebookLM and Gemini Gems into a unified AI system aimed at automating complex workflows.

Key Points

  • NotebookLM handles knowledge management, ingesting up to 300 sources including PDFs, Google Docs, and web pages into a centralized knowledge base.
  • Gemini adds 'Gems' – customizable AI agents with defined roles and behaviors that can act on that knowledge.
  • Together, the two tools create a pipeline where structured knowledge feeds into specialized agents for further processing.
  • The setup targets power users who want to build custom AI workflows without writing code.

Nauti's Take

The concept is sound: knowledge management plus agent-based execution in one system, no code required. What the article glosses over is how well this actually holds up with messy, contradictory, or poorly structured source material.

Gems are still essentially fancy system prompts with a persona – calling them 'agents' oversells what they currently do. That said, for non-technical users wanting to experiment with grounded AI workflows, this is a genuinely useful entry point.

Anyone with more serious requirements will hit the ceiling quickly.

Video

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