
An Overview of Context Engineering for Knowledge Workers
A conversation with Eleanor Berger, AI Leadership Expert & Founder @ Agentic Ventures
In this episode, I’m joined by Eleanor Berger, AI Leadership Expert and Founder at Agentic Ventures, for a practical overview of Context Engineering and why it matters for knowledge workers. We break down what context engineering really is, how it differs from prompt engineering, and how business professionals, domain experts, and team leaders can use it to get more reliable, repeatable, and higher-quality results from AI systems. Drawing on Eleanor’s experience advising hundreds of organizations and leading AI transformation efforts, this conversation focuses on moving from clever experiments to AI workflows that actually support real work and real decisions.
Key Topics Covered
- What context engineering is and why it matters for knowledge workers
- Context engineering vs prompt engineering
- Structuring information for more reliable AI outputs
- Using context to support real business decisions and workflows
- Moving from AI experiments to repeatable, production-ready practices
Resources to Check Out
About the Guest

Eleanor Berger, AI Leadership Expert & Founder @ Agentic Ventures
Eleanor empowers leaders who drive AI innovation and transformation by pairing deep technical expertise with hard-won managerial insight from software engineering through AI leadership. With experience building and leading high-impact teams, advising 300+ organizations and unlocking billions in revenue growth, Eleanor moves teams and leaders from idea to confidently shipping AI solutions that deliver business results.
About the Host

Marcelo Lewin, Founder @ iBuildWith.ai
Marcelo is the founder of iBuildWith.ai and a Principal Content Architect and Builder at Cigna. He has over 30 years of experience in the tech industry. Having lived through the computer, internet, and mobile revolutions, he is now excited and focused on navigating the AI revolution by helping non-developers build real applications using AI. He founded several startups and held roles at various companies including Toyota, NBC, J.F. Shea, and Walt Disney Imagineering.
