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Explore how a one-year, industry-co-designed fellowship transforms classroom learners into production-ready engineers capable of shipping code in the AI era through this 15-minute conference talk. Discover Marcy Lab's proven 90-day onboarding playbook that partner teams use to convert early-career talent into durable, high-impact performers. Learn the specific patterns and strategies that bridge the gap between theoretical knowledge and real-world software development, focusing on practical approaches that help new engineers contribute meaningfully to codebases from day one. Gain insights into structured onboarding methodologies that have been tested and refined through industry partnerships, designed to accelerate the transition from educational environments to professional software development roles in today's rapidly evolving technological landscape.