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Magdalena Picariello
AI practitioner and academic focused on making AI accessible and driving business-impactful AI projects, with expertise in evaluation, testing, and productionizing generative AI systems.
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Nov 3, 2025
• 23min
If You Can’t Test It, Don’t Deploy It: The New Rule of AI Development?
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Magdalena Picariello, an AI practitioner and academic, emphasizes making AI development more business-impactful. She discusses the need to shift from traditional metrics to evaluating real-world business outcomes. Magdalena talks about implementing iterative testing systems for generative AI and prioritizing high-value edge cases. She shares insights on a data-driven, test-first approach, the importance of human-crafted tests, and tools for effective evaluation. Lastly, she highlights translating business KPIs into code to ensure alignment with user needs.
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