OPENGROUNDINTEL

Independent Research on Systems, Risk & Intelligence

We are an independent research initiative exploring complex systems, operational intelligence, and decision-making under uncertainty. Our work spans supply chain dynamics, maritime systems, risk analysis, and the application of large language models to real-world problems.

Research Interests

Supply Chain Intelligence
Maritime & Shipping Systems
Risk Management
LLM Applications

Publications & Research

Comming soon

Journal/Conference Name • Year • DOI/Link

Brief description of the research and findings.

Comming soon

Preprint/arXiv • 2025 • Link

Summary of the work and its contributions.

Selected Projects

OpenResearchAgent

AI agent architecture for sustainable research code management and long-horizon reasoning

Supply Chain Risk Mapping

Analysis frameworks for identifying vulnerabilities in global logistics networks

Maritime Data Intelligence

Tools for processing and analyzing shipping patterns and port operations

Approach

We believe in open research, transparent methodologies, and building practical tools that bridge academic rigor with operational reality. Our work prioritizes systems-level thinking and empirical validation.