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On June 18, 2026, Capria Ventures hosted a workshop with AWS titled “From Data to Agents: The Stack Redefining What’s Possible with AI” featuring Sergio Messias and Daniel Habib from AWS.
The session explored how organizations can move beyond AI experiments and proofs of concept to build scalable, production-ready AI systems that deliver real business value. Through practical examples and live demonstrations, the AWS team shared lessons from working with startups worldwide on designing agentic applications, managing inference costs, implementing guardrails, and building resilient AI architectures.
Key takeaways included the importance of starting with a strong data strategy, designing focused use cases before scaling, adopting multi-model architectures to optimize performance and cost, implementing guardrails from day one, and continuously measuring business impact rather than simply tracking model usage. The session reinforced that successful AI adoption is no longer about selecting the best model—it is about building reliable, secure, and cost-efficient systems that create measurable value at scale.
