Source Based Synthesis
Source Based Synthesis is a method of aggregating and reorganizing information from provided source materials into new formats or presentations. Rather than generating content from general knowledge, this approach explicitly grounds outputs in specific documents or references provided by the user. The synthesized material maintains fidelity to source content while restructuring it to serve particular purposes or audiences.
Core Mechanism
The process involves analyzing source documents, extracting relevant information, and recombining it into coherent presentations tailored to user specifications. This differs from general content generation by maintaining explicit traceability to original sources and avoiding invention of unsourced claims. The method is particularly suited to scenarios where accuracy, attribution, and source verification are important.
Practical Implementation
Tools like Google NotebookLM demonstrate Source Based Synthesis through features that process uploaded documents and generate customized outputs. Users can specify how they want information organized—such as presentation formats, summary lengths, or thematic groupings—and the system restructures the source material accordingly. The outputs remain bound to the content and claims present in the original sources rather than drawing on external knowledge.