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Invention: The present invention provides a computer-implemented system and method for converting unstructured electronic documents into unified, self-contained agent-readable knowledge containers. [0011] In accordance with one aspect of the present disclosure, a computer-implemented method for converting an unstructured electronic document into a self-contained agent-readable knowledge container is provided. The method comprises receiving an unstructured electronic document and extracting text, positional metadata, and typographic metadata from the unstructured electronic document. The method further comprises detecting one or more structural elements within the unstructured electronic document based on one or more heuristic rules, wherein the structural elements include headings, sections, tables, and references. The method also comprises generating semantic enrichment data for the unstructured electronic document utilizing a large language model. Generating the semantic enrichment data comprises generating a summary, extracting one or more entities, determining a document classification, and constructing a knowledge graph. Furthermore, the method comprises generating a plurality of vector embeddings corresponding to a plurality of semantic chunks of the unstructured electronic document. The method subsequently comprises packaging a set of artifacts into a single compressed archive file to generate the self-contained agent-readable knowledge container, wherein the set of artifacts comprises the unstructured electronic document, the extracted text, the positional metadata, the typographic metadata, the detected structural elements, the semantic enrichment data, the