AI agent with 2 deps that uses Shannon Entropy to decide when to act vs. ask (github.com)

The recently announced picoagent is an innovative personal AI assistant designed to streamline mathematical tool routing with an emphasis on safety and efficiency. This ultra-lightweight system integrates advanced features like dual-layer memory and sandboxing, enabling it to automatically execute toolchains of up to three operations while assessing each step using Shannon Entropy for better decision-making. By incorporating features such as tool timeout protection and result caching, picoagent enhances reliability and performance, ensuring that user queries are handled smoothly without unnecessary delays. This announcement is significant for the AI/ML community as it showcases the practical application of entropy-based decision-making in AI operations, potentially reducing the occurrence of hallucinations or erroneous outputs. The picoagent's architecture supports extensibility through a new plugin hook system, allowing developers to create custom extensions easily. By enabling users to directly install skills from GitHub and manage dependencies seamlessly, picoagent positions itself as a powerful tool for both developers and users looking to leverage AI in everyday tasks while maintaining a focus on security through strict sandboxing measures.