Research & Development
First-principles research in AI, network architecture, and quantum computing.
Our research agenda is driven by the fundamental questions we encounter while building our products. We don't research in isolation — every project is informed by real engineering challenges and translates directly into our product pipeline.
Investigating how network latency, packet loss, and routing paths affect the precision of token prediction in large language models. This research is foundational to Pardner's network architecture — understanding the relationship between connectivity and AI output quality.
Comparative analysis of token prediction precision when running exclusively on GPU versus hybrid GPU+CPU architectures. This research informs TriniFM's architecture decisions and helps optimise the cost-performance tradeoff for foundation model inference.
Developing algorithms to detect token noise, identify key-value cache corruption, and implement mitigation strategies. This is critical for TriniGard's verification layer and for ensuring the reliability of AI output in production environments.
TriniGard is our flagship AI verification product, applying our research in token noise detection and verification layers to build trustworthy AI systems for enterprise.
Explore TriniGardRe-engineering public network infrastructure from first principles. Research into latency reduction, content delivery optimisation, and last-mile connectivity solutions.
Research into personalised foundation models, AI verification, token precision, and the relationship between infrastructure and AI output quality.
Early research into post-quantum encryption candidates, quantum-ready infrastructure, and preparing for the computational paradigm shift.
Exploring how quantum computing will transform ERP and business management. Developing quantum-ready algorithms and data structures.
Zero Trust architecture, supply chain security, and building moats against modern threats. Research into resilient network design.
Research into agentic AI for business automation (Langoustine). Human-in-the-loop systems, autonomous decision-making, and organisational AI integration.
We're open to research partnerships, academic collaboration, and investment discussions.
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