MIT Sloan: Lead AI Adoption Across Your Organization — Not Just Pilot It
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Learn how to regain control over generative AI development through proper software design principles in this 15-minute conference talk from All Things Open. Discover Mellea, a generative AI library designed to help developers write robust application software while addressing the inherent unpredictability and unreliability of large language model outputs. Explore how traditional agentic frameworks and prompt optimization libraries often put the LLM in control, creating systems that are difficult to debug, maintain, evolve, and port. Understand Mellea's programming model that emphasizes task decomposition, information hiding, and compositional contracts between isolated modules. Examine how this approach results in systems with manageable fault models, improved portability, and reduced inference-time costs, ultimately putting developers back in the driver's seat when working with generative AI technologies.
Syllabus
From agent soup to proper software design: Mellea puts developers back in control - David Cox
Taught by
All Things Open