Ana Filipa de Almeida
- talk
Pushing AI to Production: Real Stories From Infra and Code Challenges
Learn from Ana"The companies monetizing on AI right now, they are not creating chatbots. They are creating flows that are a lot more complex, and they have a lot of steps. And so for those, they actually need a way to orchestrate their infrastructure. And so I'm going to show you how they are actually doing that"
AI workflows often deal with large volumes of complex data. Managing and processing such data requires specialised infrastructure not typically found in other business workflows. But are the AI workflows so different after all? In this talk we’ll go through what an AI workflow looks like, and how can we handle queueing, state, scale, and observability with minimal infrastructure. We are going to cover this using real world scenarios and case studies.
Despite being an intermediate-level talk, no prior knowledge in AI infrastructure management is required. The talk will help you create a mental model of a possible workflow architecture built without a complex infrastructure.
Track Sponsors
Originally presented in the Developer Experience: How AI is Changing Software Engineering track
About Ana Filipa de Almeida
Ana is a Front-End Lead Engineer at Inngest and lives in Porto, Portugal. Ana's focus revolves around improving developers’ lives, whether through building dev tools or leading engineering teams. Outside work, Ana enjoys Lego, pilates and the art of doing nothing.