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LLM-Assisted Coding: A Systems Perspective

Event artwork for LLM-Assisted Coding: A Systems Perspective

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About this event

What to expect

Explore how AI-assisted coding tools fit within broader systems thinking frameworks and discover their real-world implications for product development teams. This online session, hosted by AI Agents Montreal, features Dragan Stepanović, a Berlin-based principal engineer who brings a refreshingly pragmatic perspective to the often-hyped world of LLM-based development tools.

What to Expect

This isn't your typical "AI will revolutionize everything" talk. Dragan takes a systems-thinking approach to examine how ChatGPT, Claude, and other LLM-assisted coding tools actually function within the complex dynamics of product development organizations. Rather than focusing solely on productivity gains, the session explores both intended and unintended consequences of adopting these technologies.

Key Topics

The presentation addresses critical questions that development teams are grappling with right now:

  • Code inventory challenges — What happens when AI tools can generate massive amounts of code quickly, but your team can't review it fast enough?
  • Comprehension debt — How do you maintain the ability to reason about systems when AI generates increasing portions of your codebase?
  • Process vs. output — Can you truly replace the collaborative process of creating and evolving a product with its output (code alone)?
  • LLM-assisted vs. agentic coding — Understanding which approach makes sense in different contexts
  • System dynamics — How technology adoption affects feedback loops, bottlenecks, and team throughput

Who Should Attend

This session is valuable for developers, engineering managers, CTOs, and product leaders who want to think critically about AI coding tools beyond the hype. Whether you're already using tools like Cursor and Windsurf, or considering adoption, you'll gain frameworks for evaluating their real impact on your organization.

About the Speaker

Dragan Stepanović works as a principal engineer helping companies evolve their engineering culture and maximize value throughput. He specializes in exploring counter-intuitive ideas that challenge conventional wisdom, drawing on expertise in Extreme Programming (XP), Theory of Constraints, Systems Thinking, and Lean methodologies. His approach focuses on understanding the broader system rather than isolated technology features.

The session begins with a brief introduction to the AI Agents [Montreal]

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