Advancing Serverless Efficiency: FaaS and the Musfique Decision Loop (MDL).

The evolution of cloud computing demands a shift from simple request-response architectures toward autonomous, high-efficiency systems. My current research explores the intersection of optimized compute delivery and intelligent orchestration through two frameworks: Formula-as-a-Service (FaaS) and the Musfique Decision Loop (MDL). Redefining Scale with Formula-as-a-Service (FaaS) Standard cloud APIs often suffer from overhead when executing discrete logic. The FaaS framework, developed using a PHP and MySQL backend, focuses on delivering computational logic as an optimized service. Practical Benefits: Minimized Latency: FaaS executes mathematical and logic-based operations without the resource requirements of a full application stack. Resource Optimization: The system scales compute power precisely to the complexity of the requested formula, reducing operational costs. Cross-System Standardization: FaaS provides a consistent interface for diverse applications to consume complex logic th