Hands-On with AGNTCY: Building enterprise multi-agent systems that scale
- Date
- 2026-06-10
- Location
- Woburn, MA, USA
- Host
- Outshift Events
About this event
Enterprise AI gets interesting the moment you move beyond a single model and start coordinating multiple agents across real systems, real constraints, and real teams. This meetup is built for people who want to get hands-on with AGNTCY and explore what it actually takes to design multi-agent workflows that are useful, reliable, and ready to scale inside an organization. If you're thinking seriously about agent orchestration, enterprise integration, and the practical tradeoffs behind multi-agent architecture, this is the room you want to be in. Expect a focused, in-person session in Woburn where builders, technical leaders, and curious practitioners can dig into patterns that matter in production. About the Event This event is a hands-on meetup centered on building enterprise multi-agent systems with AGNTCY. Rather than staying at the level of broad AI trends, the emphasis here is on implementation: how multi-agent systems are structured, where they create value, and what needs to be true for them to scale beyond a demo. The format is designed to be practical and community-driven. You can expect a mix of guided exploration, live discussion, and peer connection with others who are actively thinking about AI systems in business and technical environments. The goal is to create a setting where attendees can learn by doing, ask detailed questions, and compare approaches with people facing similar challenges. Because this is an in-person meetup, the event also creates space for the kind of conversations that are hard to replicate online. Whether you're evaluating architectures, trying to operationalize agent workflows, or just beginning to map out where multi-agent systems fit inside your stack, you'll have the chance to talk through ideas with others in the room. What to Expect Expect a session that stays close to the real work of building. The event is likely to move from framing the problem space into concrete examples of how enterprise multi-agent systems can be assembled, coordinated, and evaluated using AGNTCY. You should come ready for a blend of hands-on learning and interactive discussion, with time to explore topics like: Multi-agent system design in enterprise settings Coordination patterns between specialized agents Reliability, scalability, and operational considerations Integration with existing tools, workflows, or internal systems Common implementation questions and architectural tradeoffs There will also be a strong community element. In addition to the technical content, this meetup gives you the chance to meet other people working across AI, product, engineering, and applied research roles. That means you won't just leave with notes from a session; you'll leave with a clearer view of how others are approaching similar problems. Because the audience is likely to include both practitioners and decision-makers, the discussion should be especially useful for understanding where the technical possibilities intersect with organizational realities. That combination is often what determines whether a multi-agent system remains an experiment or becomes something a team can actually use and maintain. Why Attend If you're building with AI today, you're probably already seeing the limits of simple one-model workflows. Multi-agent systems offer a way to distribute tasks, create clearer responsibilities between components, and build more structured flows for reasoning, retrieval, execution, and review. This event is valuable because it focuses on how to make that shift thoughtfully. You'll come away with a sharper understanding of what enterprise-grade multi-agent systems require in practice. That includes not only architecture, but also questions of scale, maintainability, observability, and team adoption. These are the details that matter when AI moves from experimentation into real operational use. Attending in person also gives you a faster path to clarity. You can ask nuanced questions, pressure-test your assumptions, and hear what others have learned from their own implementations and experiments. For many attendees, that kind of access is just as useful as the formal content. This meetup should be especially relevant if you want to: Understand how AGNTCY fits into enterprise multi-agent development Learn practical approaches instead of only high-level theory Compare notes with peers working on applied AI systems Explore how to build systems that can grow with real usage Make better architectural decisions earlier in your process Practical Details This is an in-person event in Woburn, USA, which makes it a strong fit for local attendees and anyone who values face-to-face technical conversation. The setting is ideal for interactive learning, live questions, and the kind of networking that tends to lead to follow-up conversations after the event. The meetup takes place on Wednesday, June 10 at 8:30 AM EDT. Since it's a morning event, plan to arrive a little early so you can settle in, meet other attendees, and be ready to jump into the session from the start. A few things to keep in mind: This is best suited for people with a genuine interest in AI systems, agent frameworks, or enterprise implementation The session is likely to be most valuable if you arrive with a problem, use case, or architecture question in mind Because the event includes a networking and community component, leave room for conversation before and after the core program If you're looking for a grounded, hands-on introduction to AGNTCY in the context of scalable enterprise multi-agent systems, this meetup offers a focused place to learn, connect, and move your thinking forward.
Who should attend
This is for people who want to move from talking about agents to building systems that can hold up in real enterprise environments. - **You work in engineering, AI, or applied ML** and want a more practical understanding of how multi-agent systems are designed, coordinated, and scaled. - **You're a technical lead, architect, or product-minded builder** evaluating how agent-based workflows could fit into internal tools, customer-facing products, or operational processes. - **You've already experimented with LLMs or AI agents** and are now running into harder questions around orchestration, reliability, integration, or maintainability. - **You care about enterprise reality, not just prototypes** and want to learn how AGNTCY can support systems that need structure, control, and room to grow. - **You learn best by discussing real implementation tradeoffs with peers** and want an in-person setting where you can ask detailed questions and compare approaches. - **You're part of the local AI and builder community** and want to meet others in Woburn who are actively working on practical, scalable AI systems.