The science behind the system.
Distilligent is built on published research — five papers with citable, timestamped Zenodo DOIs, establishing the mathematical foundations for why context-aware AI outperforms context-blind AI. More in the pipeline.
The Verstehen Impossibility Theorem
Formal proof that cold AGI is impossible, and hallucination is a relational injury.
Read on Zenodo →Alignment Through Relationship
A topological framework for relational stability in large language models.
Read on Zenodo →A Mathematical Theory of Emergent Integration
Why integrated systems exhibit capabilities their components don't — formalized.
Read on Zenodo →Trust Architecture as Cognitive Topology Modification
Trust as a measurable modification of attention topology in large language models.
Read on Zenodo →MHR-DER: Multi-Head Routing with Dynamic Expert Recruitment
Hallucination as a gating failure — dynamic expert recruitment for mixture-of-experts routing.
All papers by Izza Masud, Founder & Chief Architect, Distilligent AI
Blog — coming soon.
Deep dives into each paper, implementation stories, and the research behind the roadmap.