Deterministic Shells, Probabilistic Cores: The Architecture Pattern Behind Every Reliable Agent

1. 1Identify the probabilistic core of your AI agent, such as a machine learning model
2. 2Wrap the core in a deterministic shell, such as a rules-based system or a deterministic algorithm
3. 3Define the boundary between the probabilistic core and the deterministic shell, ensuring clear separation of concerns
4. 4Implement the deterministic shell using a programming language, such as Python or Java
5. 5Test and evaluate the reliability of the AI agent, using metrics such as accuracy and robustness

AI engineers and architects can apply this pattern to improve the reliability of their AI agents, while product managers and technical leaders can use it to inform their technology strategy

💡 The deterministic shells, probabilistic cores pattern is a key to building reliable AI agents, by separating the probabilistic model from the deterministic code

💡 Reliable AI agents aren't just about better prompts, but about wrapping probabilistic cores in deterministic shells #AI #Architecture