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Introducing Product-Led AI

Greymatter

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Exploring the Evolution of Automation and Human Oversight in Generative Models

Automation offers the opportunity to enhance creativity by reducing mundane tasks, while generative models still face challenges in evaluation and accuracy. The shift from co-pilot to autonomous agent models is gaining popularity, emphasizing the need for human oversight particularly in high-error scenarios. Early use cases involve automating routine tasks such as transaction mapping, aiming for higher accuracy than individuals can achieve. The future entails a hybrid approach where automated systems handle most transactions with human intervention for exceptions. Full autonomy is envisioned for simpler, less creative processes, with gradual deployment based on accuracy and feedback mechanisms. The focus lies on actively measuring accuracy and speed to transition to fully autonomous operations once specific criteria are met, prioritizing human involvement in reviewing and checking interfaces initially. The trend is moving towards generative models evolving from co-pilot to autonomous models as error detection improves and confidence in recommendations grows.

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