Strategic Directive/ Modular Document Patching, AI Copy-Paste-Cite, Landry Hallucination-Free Protocols
Abstract
The current paradigm of document generation is computationally insolvent. Regenerating extensive manuscripts for minor metadata updates causes unnecessary token hemorrhaging and GPU overhead. This directive mandates the implementation of Modular Document Patching (MDP) to reduce inference costs by >99%, utilizing a "Patch" rather than "Rewrite" methodology.
Fields of Study & Subjects
Topic Modeling
Software Engineering Research
Artificial Intelligence Applications
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 17 January 2026