Multi-Agent Architectures - What we shipped, what broke, and what we'd do differently

At LLMday Lisbon, our Software Engineer, Viktor Vasylkovskyi, highlights the realities of building production AI agents with LangGraph - sometimes getting it right, often learning the hard way. This talk is about what was actually shipped, including a distributed multi-agent setup at PagerDuty. Viktor breaks down the real tradeoffs between LLM-driven and deterministic orchestration, what broke, and how he’d approach it differently now.

🎤 Speaker: Viktor Vasylkovskyi, Software Engineer - AI First, PagerDuty

Recorded during LLMday at PagerDuty Portugal offices, June 2026.

#PagerDuty #AI #LLM

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