AgentForge — agentes IA always-alive, multi-tenant en AWS. Con Daniel Calvillo
- Date
- 2026-05-15
- Host
- Eventos de Tribu IA
About this event
AgentForge is a focused in-person meetup for people who want to move beyond AI demos and understand what it takes to run agents that stay available, serve multiple users or teams, and live reliably in AWS. If you’re thinking seriously about production-ready AI systems, this session with Daniel Calvillo is built to give you a practical frame for how always-alive, multi-tenant agents actually work. About the Event This meetup centers on a topic that’s becoming increasingly relevant for builders, technical leaders, and curious practitioners: how to design AI agents that don’t just respond once in a sandbox, but keep running, serving, and scaling in a real environment. The focus on always-alive and multi-tenant architecture makes this especially valuable for anyone exploring products, internal tools, or services that need persistence, reliability, and shared infrastructure. Rather than treating agents as a novelty, AgentForge takes a more operational view. The conversation is grounded in AWS, which makes the session particularly useful if you’re already working in cloud environments or evaluating where agent-based systems fit into your stack. With Daniel Calvillo leading the session, attendees can expect a perspective shaped by implementation realities, not just abstract theory. This is also a community meetup, which means the format is likely to feel accessible and discussion-friendly. You’ll be in a room with people who care about AI, infrastructure, product thinking, and practical experimentation. That mix makes the evening useful whether you’re deeply technical or still mapping out how these systems could apply to your work. What to Expect Expect a session that explores the core building blocks behind persistent AI agents in AWS and the tradeoffs that come with deploying them for multiple users or tenants. The title signals a strong emphasis on architecture, lifecycle, and real-world considerations: how agents stay active, how they’re organized, and how they can support more than one customer, team, or context without turning into a maintenance problem. You can likely expect the evening to include topics such as: What “always-alive” agents mean in practice, beyond simple request-response workflows Multi-tenant design considerations, including isolation, reuse, and operational complexity How AWS fits into the picture, from hosting and orchestration to service design decisions Practical patterns and constraints that emerge when moving from prototype to ongoing system Open discussion and networking with other attendees interested in AI systems and cloud architecture Because this is an in-person meetup, the value is not only in the presentation itself but also in the conversations around it. You’ll have space to compare notes with others building in AI, ask sharper questions, and get a clearer sense of what parts of this challenge are technical, architectural, or organizational. If you’ve mostly seen agents presented as chat interfaces or lightweight automation demos, this event should broaden that view. The emphasis here is on systems thinking: what it means to keep agents running, useful, and manageable over time. Why Attend This meetup is valuable because it tackles a layer of AI that many people are curious about but fewer people discuss clearly: operations, durability, and tenancy. It’s one thing to get a model to respond. It’s another to create an agent that can remain active, support many users, and fit into a cloud-native environment without becoming fragile or expensive to maintain. Attending can help you sharpen your thinking in a few concrete ways. First, you’ll leave with a better vocabulary for discussing production agent systems with teammates, clients, or stakeholders. Second, you’ll gain a more grounded sense of what AWS-based agent infrastructure might involve. Third, you’ll hear how others in the community are approaching similar problems, which often saves time and prevents avoidable mistakes. This is especially useful if you are somewhere between experimentation and implementation. Maybe you’ve built agent prototypes and now need to think about persistence, governance, or scale. Maybe you’re evaluating whether multi-tenant agent architectures are even the right approach. Maybe you just want a more practical understanding of where the real complexity lives. This session helps connect those dots. There’s also strong value in the room itself. Events like this tend to attract people who are actively building, learning, or evaluating. That means the post-talk conversations can be just as useful as the formal content, especially if you want feedback, collaborators, or simply a better sense of how others are approaching AI in production settings. Practical Details This is an in-person event happening on Thursday, May 14 at 7:00 PM GMT-5. If you learn best by asking questions live, reading the room, and talking with other attendees after the session, this format will work in your favor. The event carries a meetup feel, with tags spanning community, networking, social, and meetup, so expect a setting that supports both learning and conversation. It should appeal to people who want substance without an overly formal conference structure. A few good reasons to show up ready to engage: Bring your questions about deploying agents beyond prototype stage Be prepared to talk about your own use cases, experiments, or blockers Plan for both the presentation and the networking value of being there in person If you work in AWS or are considering it, think through the architecture questions you most want clarified If you’re serious about AI agents as systems rather than just interfaces, AgentForge is the kind of meetup that can help you think more clearly about what comes next.
Who should attend
This is for you if you want a more practical understanding of how AI agents can run reliably in real environments, not just in isolated demos. - **You’re building with AI and starting to think about production.** If prototypes are easy but persistence, orchestration, and reliability are where things get fuzzy, this session will feel directly relevant. - **You work with AWS or cloud infrastructure.** You’ll get more out of the event if you care about how agent systems fit into cloud-native architecture and operational decisions. - **You’re exploring multi-tenant products or internal platforms.** If your agents need to support multiple users, teams, or customers, the topic is closely aligned with the problems you’re likely facing. - **You’re a developer, architect, technical founder, or product-minded builder.** You do not need to arrive with all the answers, but you should be interested in how real systems get designed and sustained. - **You like meetups where the hallway conversations matter.** The community and networking angle makes this a strong fit if you want to compare notes, meet peers, and ask thoughtful questions in person. - **You’re curious about where the hard parts actually are.** If you want a clearer picture of the tradeoffs behind always-alive agents, this is a useful room to be in.