Tech Disruptors Google Cloud and AI Agents Impact on Databases
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Aug 28, 2025 Yasmeen Ahmad, Managing Director of Data Cloud at Google, dives into the revolutionary impact AI agents have on the database market. She discusses how databases are evolving from passive systems to active, reasoning tools that enhance AI capabilities. Ahmad highlights the shift from traditional data management towards multimodal systems. She emphasizes the importance of Google’s infrastructure in optimizing costs and ROI concerns, and shares insights on how various industries are effectively integrating Generative AI technology.
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RAG Beats Frequent Fine-Tuning
- Retrieval-augmented generation (RAG) is preferred over fine-tuning because business data changes in real time.
- RAG provides live connections so agents use current inventory, user preferences, and constraints.
Prevent Hallucinations With Grounding
- Use grounding plus disambiguation to prevent hallucinations and require agents to ask clarifying questions.
- Teach agents to indicate missing data and propose definitions before answering.
GenAI Accelerates Migrations
- SmarterX migrated 80 databases in a month using GenAI-assisted migration and modernization services.
- GenAI accelerated tech-debt work and validated changes, helping large migrations succeed faster.