EPISODE · Jun 24, 2026 · 58 MIN
Agentic AI in Production: What Data Leaders Need to Know Before Scaling AI
from The Data Playbook Podcast · host Dataminded
Agentic AI is everywhere. Production-ready AI is not.In this episode, Kris Peeters talks with Dataminded Data Engineer Jesus Garcia about the gap between AI hype and enterprise reality.Drawing on lessons from building a large-scale Agentic AI platform, they discuss security, governance, user adoption, change management, AI skills, and the future role of engineers in an AI-first world.For data leaders, CIOs, CDOs and technology executives, this conversation provides practical insights into what it takes to deploy AI systems that people trust and actually use.🌐 More at https://www.dataminded.com/Topics covered: Agentic AI, Enterprise AI, RAG, AI Security, AI Governance, Change Management, Data Leadership, AI Adoption, Data Engineering.Chapters:00:00 Agentic AI in Production: Introduction01:34 Enterprise Knowledge Management with AI Agents05:19 RAG, Vector Search and Agentic AI Explained07:36 Deploying Agentic AI at Enterprise Scale12:14 AI Governance, Security and Access Control17:06 What Data Leaders Can Learn from AI Security Incidents25:34 Will AI Replace Software Engineers?40:20 Why Coding Is Easier for AI Than Business Decisions43:36 Real Productivity Gains from AI Skills and Automation49:35 The Limits of Large Language Models56:44 Change Management: The Real Challenge of AI Adoption
What this episode covers
Agentic AI is everywhere. Production-ready AI is not.In this episode, Kris Peeters talks with Dataminded Data Engineer Jesus Garcia about the gap between AI hype and enterprise reality.Drawing on lessons from building a large-scale Agentic AI platform, they discuss security, governance, user adoption, change management, AI skills, and the future role of engineers in an AI-first world.For data leaders, CIOs, CDOs and technology executives, this conversation provides practical insights into what it takes to deploy AI systems that people trust and actually use.🌐 More at https://www.dataminded.com/Topics covered: Agentic AI, Enterprise AI, RAG, AI Security, AI Governance, Change Management, Data Leadership, AI Adoption, Data Engineering.Chapters:00:00 Agentic AI in Production: Introduction01:34 Enterprise Knowledge Management with AI Agents05:19 RAG, Vector Search and Agentic AI Explained07:36 Deploying Agentic AI at Enterprise Scale12:14 AI Governance, Security and Access Control17:06 What Data Leaders Can Learn from AI Security Incidents25:34 Will AI Replace Software Engineers?40:20 Why Coding Is Easier for AI Than Business Decisions43:36 Real Productivity Gains from AI Skills and Automation49:35 The Limits of Large Language Models56:44 Change Management: The Real Challenge of AI Adoption
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Agentic AI in Production: What Data Leaders Need to Know Before Scaling AI
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