research@yology.ai or 888-686-8309
Welcome
Yology.ai frameworks make AI systems smarter, faster and more affordable. We can reduce latency without sacrificing output quality.
Our current featured architecture, Vortex-Guided Control (VGC) v4.0 produces inference costs savings of up to 92%— and will be demonstrated live at CVPR 2026, Denver, June 5–7.
VORTEX-GUIDED CONTROL
Adaptive Trajectory Signatures for Reasoning Detection and Token-Efficient Inference in Large Language Models
Contact Us
Better yet, see us in person!
See us on June 5–7, 2026 at CVPR, the Colorado Convention Center, Denver, Colorado, USA.
Yology.ai
About Yology.Ai
Yology.Ai is an independent AI research lab, born from the Entropica project, focused on inference efficiency — making AI systems faster, smarter, more reliable, cheaper, and more accessible to deploy without sacrificing output quality.
Vortex-Guided Control (VGC) is our flagship framework, validated across three model architectures in 60 controlled experiments. Version 4.0 achieves 100% reasoning detection accuracy and 92% average token savings with no retraining required — VGC works on any model that exposes token-level logprobs at inference time.
VGC 4.0 efficiently reduces token use while simultaneously increasing capacity by significantly cutting AI inference costs.
We have completed lab testing, and we are looking for business partners, research collaborators and licensing partners for VGC and our complementary frameworks.
Contact us at research@yology.ai
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