{"title":"Navigating the manifold: A transformative approach to AI image generation.","authors":"Alec D MacCall","doi":"10.1016/j.patter.2026.101539","DOIUrl":null,"url":null,"abstract":"<p><p>Using an external starting image and sparse action prompts, Transformative AI treats image generation as iterative navigation through an irregular, high-dimensional manifold. This user-guided process preserves expressive development and explores regions apparently inaccessible to text-to-image workflows. I illustrate this with an example and compare it to a text-to-image equivalent.</p>","PeriodicalId":36242,"journal":{"name":"Patterns","volume":"7 4","pages":"101539"},"PeriodicalIF":7.4000,"publicationDate":"2026-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13083619/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Patterns","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1016/j.patter.2026.101539","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
Using an external starting image and sparse action prompts, Transformative AI treats image generation as iterative navigation through an irregular, high-dimensional manifold. This user-guided process preserves expressive development and explores regions apparently inaccessible to text-to-image workflows. I illustrate this with an example and compare it to a text-to-image equivalent.