Novel LLM-based Analytic System to Support Asset Price Prediction
Published on Jul 20, 2025 by Tom Gracey.
System: Specific details are protected by NDA. However, this system - developed over a number of years - involved creation of a unique architecture utilising LLM technology in a novel way.
Client: NDA Protected
Technologies: Llama3-70B (and other LLM and ML models), vLLM, Python, Transformers, Algorithms
Problem: NDA Protected - but relates to asset price prediction
Solution: The innovative approach involved making an analogy between the "fuzzy" system we needed to model, and certain more rigorously defined mathematical/physical systems. Specific details are NDA protected. For the implementation we took advantage of per-hour cloud GPU rental to perform the necessary heavy processing as cost-efficiently as possible.
