Topology-based Distributed AI Optimization Framework
Completed · 2025.08.14
Research paper + PoC 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 PoCs, 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
MistSeeker B2B
MVP Complete · Launch Preparation
Enterprise extension track validated with early adopters and technical review partners.
MistSeeker Vision
MVP / Research Baseline
Structured perception engine for image/video understanding using modular visual analysis.
Open detail page→Network Cocoon
Practical Product-level PoC
6G simulation and optimization toolkit with RF modeling, KPI analysis, and extensible 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.