Topology-based Distributed AI Optimization Framework
Completed · 2025.08.14
Research paper + prototype software
Topological modeling framework for preventing structural collapse in distributed AI systems.
Convia Labs · Deep-Tech R&D Hub
Research programs and technologies behind Convia.
Labs is where we develop and validate deep-tech systems before full commercialization. This includes mathematical programs, applied engineering prototypes, and experimental platforms.
APPLIED RESEARCH
Completed R&D projects
Parallel Problem & Fixed Context Problem Mathematical Model
Completed · 2025.06
Research paper
Mathematical model for semantic loss and context fixation in parallel workflows.
TECHNOLOGY PROGRAMS
Programs under development and validation
Network Cocoon
Practical Prototype Track
6G simulation and optimization toolkit with RF modeling, KPI analysis, and extensible workflows.
Distributed AI Optimization
Applied Research Track
Topology-aware optimization framework for distributed AI systems and failure-resilient orchestration.
Context Integrity Program
Research Baseline
Mathematical modeling program for preserving semantic context across parallel workflows.
MATHEMATICAL PROGRAM SERIES
Foundational papers
Convia Mathematical Program I: Ricci–Schrodinger Correspondence (RSC) and the Hodge Problem
DOI / Record: 10.5281/zenodo.17575221
Framework coupling Ricci flow and Hodge heat evolution for structured regularization analysis.
Open paper↗Convia Mathematical Program II: High-Probability Region Restriction for Cost Reduction
DOI / Record: zenodo.org/records/17932569
Framework for reducing probabilistic system cost via high-probability decision-space restriction.
Open paper↗COLLABORATION
Research collaboration and technology partnership
We work with organizations interested in using completed technology, running joint research, or exploring technology transfer and acquisition opportunities.