Document-Centric Orchestration and Deterministic Execution of Multi-Language Computational Workflows

The present disclosure provides systems and methods for executing, orchestrating, and materializing computational workflows using document-based representations. In particular, the disclosed subject matter enables the use of human-readable documents, such as Markdown files, as unified artifacts that combine documentation, executable logic, and structured outputs within a single, coherent framework.