Personalization at Agent Scale - BCN Community Meetup

Join us for an evening of engineering talks, practical insights, and networking with Vista, OLX, Qdrant, Superoptimal, the AI Collective, and HackBCN. About The Topic Personalization is moving beyond static recommendations and one-size-fits-all search. As AI agents begin to interact with products and services on behalf of users, the infrastructure behind personalized experiences needs to evolve. How do you build embeddings that work across an organization? How do you connect customer signals to retrieval and ranking? And how do you serve relevant results at scale, with the speed and reliability that real-time experiences demand? We'll bring together engineers from Vista, OLX, and Qdrant to explore the systems powering the next generation of personalization. Expect real architectures, engineering trade-offs, production lessons, and plenty of time to meet fellow builders. 🗓️ Event Agenda 🧠 Talk 1: From Embeddings to Personalization at Scale — Building Toward Agentic Experiences Mouloud Lounaci | Vista - LinkedIn Personalization at scale requires more than a great model. It takes a complete stack connecting customer signals, shared embeddings, vector retrieval, rankers, and reliable serving. Mouloud will share Vista's journey building fmX, its recommendation foundation model, and the personalization platform around it. He'll explore how the team is moving beyond one-off models toward a shared, tiered recommendation stack, including the architecture they're building, the decisions they've made, and the trade-offs they're encountering along the way. He'll also look ahead to the capabilities they're exploring next: real-time intent, contextual ranking, and exposing recommendations for agentic experiences. This is a journey in progress, with a focus on practical engineering lessons rather than a finished architecture. 🧩 Talk 2: Building a Unified Embeddings Platform at OLX Jose Medeiros | OLX - LinkedIn Embeddings are becoming a foundational building block for search, recommendations, and personalization. But what happens when different teams, models, and products all need to use them? Building embeddings is one challenge. Turning them into reliable, reusable infrastructure across an organization is another. Jose will take us through OLX's work on a unified embeddings platform, exploring the architectural considerations behind making embeddings available across multiple use cases. We'll explore the engineering questions that emerge when moving from isolated ML pipelines toward shared infrastructure: consistency, scalability, model evolution, and the relationship between embeddings and downstream applications. 📱 Talk 3: Multilingual RAG w/ Hyperbolic Embeddings Ewa Szyszka | Qdrant - LinkedInClelia Bertelli | Qdrant - LinkedIn Not all embedding spaces are created equal. While Euclidean embeddings are the default for most retrieval systems, they can struggle to naturally represent data with deep hierarchical or categorical structure. Ewa and Clelia will explore how hyperbolic embeddings offer a different approach, and where they can improve retrieval in multilingual RAG systems. They'll compare Euclidean and hyperbolic embeddings, explain the intuition behind each geometry, and show where the differences matter in practice. In particular, they'll look at e-commerce data, where products often belong to layered categories and taxonomies that hyperbolic spaces can represent naturally. Expect a practical look at multilingual retrieval, embedding geometry, and how to decide when hyperbolic embeddings are worth reaching for. 👋 Who Should Join? Whether you're working on AI agents, recommendation systems, search and relevance, embeddings, ML platforms, or vector databases, you'll find plenty to dig into. Come for the engineering insights. Stay for the food, drinks, and people. 🍛🍻 Space is limited — register early. Who Are We The AI Collective is a global non-profit building the human layer for the AI era. We unite 200,000+ leaders, builders, and stakeholders across 100+ forums worldwide to democratize the frontier, build trust, and coordinate how society navigates the rapid acceleration of technological progress.HackBCN is an open community championing hacker culture, research, and technical experimentation across Barcelona. As part of the global %27 collective alongside HackMadrid, HackMiami, and Pacific Hackers, it bridges newcomers and elite security professionals through live forums, research presentations, and practical security projects linked to the international conference circuit.