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Industry: Artificial Intelligence / Machine Learning / Data Analytics
Location: Redmond, WA
At Bold Patents, we’re proud to spotlight Anson An-Chun Tsao of Redmond, WA, inventor behind U.S. Patent No. 12,596,878 B1, titled System for Inferring Saliency in a Multivariate Time Series Derived from Periodic Conversation with a Fine-Tuned Large Language Model. Tsao’s invention explores the intersection of conversational artificial intelligence and time-series analysis, addressing how large language models can help identify meaningful signals within complex, time-dependent data.
Tsao’s patented system focuses on inferring saliency in multivariate time-series data through periodic conversations with a fine-tuned large language model. Multivariate time series involve multiple variables changing over time, often producing large datasets in which identifying the most significant information can be challenging. By combining conversational input with specialized language-model processing, the invention presents a technical approach to exploring how natural-language context can help determine which data points, patterns, or signals deserve attention.
The technology sits at the intersection of two increasingly important areas of innovation: large language models and advanced data analytics. As organizations seek better ways to interpret growing volumes of information, approaches that connect conversational AI with structured data analysis offer opportunities to explore new methods of understanding complex systems. Tsao’s patent documents a specific system within this evolving field, with its scope defined by the claims of the issued patent.
Securing patent protection represents an important intellectual property milestone for inventors developing advanced AI technologies. In a competitive landscape where algorithms, models, and data-processing methods continue to evolve, documenting a technical innovation can help establish a foundation for evaluating its potential commercial and strategic value. Tsao’s issued patent provides a public technical record of his invention and establishes protection for the subject matter covered by its claims.
While the available information does not establish a specific product launch, licensing agreement, or commercialization milestone, the patent represents a verifiable achievement in the development of the technology. Moving from protected intellectual property to a commercial offering may involve additional technical development, customer validation, partnerships, and market positioning. For AI innovators, these considerations can play an important role in determining how a patented invention might eventually be applied in real-world environments.
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Principal Patent Attorney, Bold Patents
Written by Patent Attorney J.D. Houvener, this updated edition provides inventors, entrepreneurs, and startups with practical guidance for protecting ideas, avoiding costly mistakes, and navigating the patent process with confidence.
Whether you’re exploring a new invention, building a startup, or preparing to file a patent application, our team is here to help you move forward with confidence. Get personalized guidance from experienced patent professionals who understand the challenges inventors face.
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