Abstract
Some artificial intelligence (AI) writing tools can create a disconnect between initial prompts and a final document, as direct edits to generated text may break the link to the original instructions. This can make documents difficult to maintain or consistently regenerate. A disclosed method addresses this issue by introducing a bidirectional reconciliation process. An initial document may be generated from a set of source prompts. After a user directly edits the document, a reconciliation module can perform a semantic comparison between the original and modified versions. Based on identified differences, the module may infer a user's potential intent and generate a suggested revision to the source prompts. This process can create a feedback loop that helps keep generative instructions synchronized with the document text, facilitating a more maintainable writing environment where documents can be updated and regenerated over their lifecycle.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Li, Quan, "A System for Bidirectional Reconciliation Between Generative Prompts and Document Edits", Technical Disclosure Commons, (September 24, 2025)
https://www.tdcommons.org/dpubs_series/8632