Insight-based research synthesis and processing platform

A system, comprising:

• one or more processors;
• and
• a memory having instructions stored thereon that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
• partitioning a piece of content into a plurality of content segments;
• contextualizing a content segment from the content segments to form an insight comprising an insight text, wherein the insight text comprises a self-contained and semantically coherent representation of the content segment;
• generating a vector embedding for the insight text;
• determining that the vector embedding is relevant to a task associated with the piece of content;
• and
• querying, based on the determining, a language processing system having one or more language models to perform the task using the insight.

A non-transitory computer-readable storage medium having instructions stored thereon that, when executed by one or more processing devices, cause the one or more processing devices to perform operations comprising:

• partitioning a piece of content into a plurality of content segments;
• contextualizing a content segment from the content segments to form an insight comprising an insight text, wherein the insight text comprises a self-contained and semantically coherent representation of the content segment;
• generating a vector embedding for the insight text;
• determining that the vector embedding is relevant to a task associated with the piece of content;
• and
• querying, based on the determining, a language processing system having one or more language models to perform the task using the insight.