#Japan #Tokyo #AI Market #Agentic RAG #RAG Operations

Transforming RAG Operations with Local LLMs and Agentic Solutions

On January 28, 2026, at the highly anticipated AI Market Conference hosted by BizTech Corporation, Daigo Miyoshi, CEO of Libel Craft, will take the stage to discuss the innovative synergy of local Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG) technology. His keynote titled "Evolution of RAG Operations with Agents: Success Stories in Skill Transfer and VoC Analysis" promises to shed light on practical applications of AI in various business functions.

Understanding Agentic RAG

The concept of Agentic RAG encompasses the integration of multiple advanced query tactics, such as query expansion, multi-search capabilities, and contradiction detection. By automating these processes, Agentic RAG significantly enhances the accuracy and breadth of information retrieval compared to traditional single-turn Question-Answering (QA).

In his presentation, Miyoshi will explore specific use cases of Agentic RAG in real-world applications, particularly in skill transfer and Voice of Customer (VoC) analysis. He will elaborate on how Agentic RAG effectively extracts reasoning from experienced professionals through multi-query techniques, thereby facilitating knowledge sharing and retention. Additionally, he will demonstrate how customer conversation logs can be analyzed using various patterns to provide deeper insights into customer experiences and preferences.

The Challenges Ahead

While the benefits of Agentic RAG are evident, they come with their own set of challenges. The increase in query volume can lead to token inflation and rising API costs. Moreover, security requirements and the need for multi-modal data handling present hurdles that were less pronounced in traditional RAG frameworks.

Miyoshi will advocate for a practical approach to overcome these challenges. He will discuss the potential of combining local LLMs with cloud-based solutions, document layout analysis using Visual Language Models (VLM), and strategic role allocation between different AI models. This allows for an agile and effective deployment of AI technologies tailored specifically to business needs while ensuring a seamless integration into existing workflows.

The Vision for the Future

Attendees can expect an engaging session with not just a presentation of technology, but insights into actionable strategies for business implementation. With Miyoshi's extensive background in data science and AI utilization across sectors like retail and logistics, he is well-positioned to guide organizations looking to adopt innovative AI solutions.

Miyoshi, who holds a degree in financial engineering from Keio University, founded Libel Craft to specialize in the fields of AI and data science, providing consulting and training services. His insightful publications include works on statistical analysis and natural language processing technologies, further establishing him as an authority in AI.

Conference Details

The AI Market Conference is one of the largest AI gatherings in Japan, presenting a blend of online and offline experiences. The online segment runs from 9:00 to 16:30, accommodating up to 3,000 attendees, while the offline meetup offers a more intimate setting for networking and discussions, limited to 100 participants. Attendees can also access recorded content even if they cannot participate live, ensuring that everyone can benefit from this comprehensive exploration of AI advancements.

In an era where AI plays an increasingly pivotal role in business transformation, understanding the capabilities and implications of agent-based approaches in RAG operations is crucial. The AI Market Conference 2026 presents a unique opportunity to gain insights from industry leaders like Daigo Miyoshi and explore how these breakthroughs can be effectively harnessed to improve business performance.

As organizations traverse the complex landscape of AI integration, the lessons learned from this conference will be invaluable for those eager to remain at the forefront of technological evolution.

For more information and to register for the conference, please visit the AI Market Conference website.