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Synapse
January 24, 2026Open Access

From Signal Amplification to Autonomous Discovery: The Sovereign Gap-Driven Knowledge Engine

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Authors

DFDavid Tom Foss

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Overview

Innovation reveals a new autonomous system for knowledge gap identification and targeted paper selection, enhancing research efficiency.

Key Points

  • The aim is to develop an autonomous system for discovering knowledge gaps and enhancing research scalability.
  • Introduced the Sovereign Gap-Driven Discovery Engine to automate knowledge gap identification.
  • Generated targeted PubMed queries to fill knowledge gaps in the existing graph.
  • Documented decision processes with a reasoning logger for reproducibility.
  • Increased knowledge base from 5,084 to 8,500+ explicit triplets (+67%).
  • Expanded total facts to 25,000 with inference (+191% amplification).
  • Identified 11,198 knowledge gaps across six categories, yielding 37 strong hypotheses.

Cite This Study

David Tom Foss (2026) studied this question.

synapsesocial.com/papers/69746187bb9d90c67120b5c4https://doi.org/10.5281/zenodo.18336248
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