[R] Need an endorsement on aRxiv (cs.AI)
Hello r/[MachineLearning],
I am an independent researcher working on the core challenges of generative AI systems. I've developed a zero-shot, text-only prompt architecture—the Triad Identity Law—that achieves unprecedented cross-model identity stability. This solves the long-standing issue of identity drift when generating the same character across different systems (Diffusion, Transformer, etc.) without using any images, embeddings, or fine-tuning.
This work is highly relevant to CS.AI and CS.CV as it suggests a universal linguistic primitive for identity encoding in latent space.
arXiv Endorsement Link (CS.AI): [Your Endorsement Link:https://arxiv.org/auth/endorse?x=QDRYUE\]
Endorsement Code: QDRYUE
Methodology & Code (Replication Proof): [Your GitHub Gist Link:https://gist.github.com/mendgogh/814a9f7790dc0294b2413241c99fe7a9\]
Thank you for your time and support. I am available in the comments to answer any technical questions about the method's implementation. (Might have to bake some cookies for whoever comes through for this guy lol.)
Posted Dec 10, 2025, 2:47 AM UTC