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Machine Experience Engineering // Renato Byrro // Agents in Production 2025

Posted Jul 25, 2025 | Views 73
# Agents in Production
# Machine Experience Engineering
# Arcade.dev
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Renato Byrro
Machine Experience Engineer @ Arcade.dev

Engineering founder turned AI builder. Started by creating automated investment signal systems in Brazil, scaled and sold the company to a competitor, then spent years helping other developers through technical writing and advocacy. Now at Arcade, building systems that let AI models take real-world actions - from sending emails to scheduling meetings.

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SUMMARY

Machine Experience (MX) Engineering is similar to UX Engineering, but focused on creating interfaces that efficiently address AI models' needs and are easy for them to understand. Existing APIs were developed for human software engineers. If we want LLMs to be reliable when calling tools/functions, we have to develop interfaces that are tailored for their reasoning model.

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