From Events to Autonomy: Building an Event‑Driven Runtime for Fully Autonomous Agents
Neng Lu

Traditional request/response architectures struggle to support LLM-powered autonomous agents — leading to broken workflows, delayed actions, and brittle pipelines. In this talk, we introduce the StreamNative Agent Engine, an event-driven framework evolved from Pulsar Functions, purpose-built for real-time, autonomous AI systems where every perception, plan, and action is represented as an event.

You’ll see how the Agent Engine transforms static agent pipelines into event-driven, resilient, and scalable runtimes, enabling continuous interaction, feedback, and coordination among multiple agents — without blocking the LLM or sacrificing reliability.

What we’ll cover:

  • How declarative agent meshes are compiled to run as event-driven functions.
  • Workflow and agent orchestration using streaming joins and time windows.
  • Techniques for back-pressure handling and retries that keep LLMs responsive.
  • Idempotency, observability, and safety patterns for real-time agent systems.
  • Real-world lessons learned running autonomous agents at scale.

If you’re an AI engineer or platform architect building agentic systems that react, plan, and adapt in real time, this talk will show you how event-driven architectures can turn AI pipelines into self-governing, autonomous networks.

Neng Lu
Director of Platform, StreamNative

Neng Lu is currently the Director of Platform at StreamNative, where he leads the engineering team in developing the StreamNative ONE Platform and the next-generation Ursa engine. As an Apache Pulsar Committer, he specializes in advancing Pulsar Functions and Pulsar IO Connectors, contributing to the evolution of real-time data streaming technologies. Prior to joining StreamNative, Neng was a Senior Software Engineer at Twitter, where he focused on the Heron project, a cutting-edge real-time computing framework. He holds a Master's degree in Computer Science from the University of California, Los Angeles (UCLA) and a Bachelor's degree from Zhejiang University.

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