AI Agents in Action
2026-08-31 08:39:34

Unlocking the Potential of AI Agents: Operational Foundations Explained

Unlocking the Potential of AI Agents: Operational Foundations Explained



In a rapidly evolving digital landscape, the integration of AI agents in business processes has become essential. DATAFLUCT, an innovative data-driven company, is taking strides in this domain. On September 1, 2026, Hayato Kumemura, the CEO of DATAFLUCT, will share key insights during his presentation at the online exhibition, the IT Trend EXPO 2026 Summer.

The presentation, scheduled from 5:00 PM to 5:25 PM, will address the pressing question of how much responsibility can be entrusted to AI agents in real-world scenarios. Notable issues such as "working in proof of concept (PoC) but failing in production" and "retrieving irrelevant answers even after implementing RAG (Retrieval-Augmented Generation)" highlight the challenges faced by organizations. Kumemura will delve into creating a reliable operational framework to ensure the steady performance of AI agents in various business functions.

Understanding Operational Foundations


Despite the remarkable performance of AI models, obstacles persist beyond mere technical limitations. Transitioning from interactive AI to autonomous agents entails shifting the understanding of AI from merely providing answers to executing tasks. Thus, building a robust foundation to support continuous operation is critical.

In his session, Kumemura will break down the operational framework into four key areas:
1. Context Design: How to format internal information for AI agents to effectively inform business judgments.
2. Durable Harnessing: Strategies to develop systems that ensure uninterrupted processing, even amid unexpected inputs or changes in external systems.
3. Validation Loop: What is required to continually verify output accuracy and incorporate improvements.
4. Multiple Agent Distribution: Designing a system where roles are delegated across various agents rather than overloading a single agent with multiple functions.

Additionally, Kumemura will discuss transitioning from interactive AI to autonomous agents, emphasizing the changes this shift brings about. He will introduce the Airlake Copilot Agents, an innovative solution that seamlessly handles research, summarization, and task execution.

Who Should Attend?


This presentation is highly recommended for individuals involved in:
  • - Information Systems: Those considering the adoption and operation of AI agents.
  • - Digital Transformation: Professionals eager to move projects beyond the initial PoC phase to actual implementation.
  • - Business Units: Managers aiming to assess how much of their operational work can be entrusted to AI.

Speaker Profile


Hayato Kumemura is the CEO of DATAFLUCT, established in January 2019 with a mission to leverage data and science to address societal issues. With a background in CRM and direct marketing gained at Benesse Corporation, he has played significant roles at various leading companies before founding DATAFLUCT. He is an alumnus of Osaka Prefecture University and Waseda University, with multiple successful business launches to his credit.

Event Details


  • - Title: How Far Can We Rely on AI Agents in Daily Operations? | Creating an Operating Foundation for AI Agents
  • - Date & Time: September 1, 2026, from 5:00 PM to 5:25 PM
  • - Format: Online
  • - Cost: Free registration required

About IT Trend EXPO 2026


The IT Trend EXPO, hosted by Innovation & Co., is a premier online exhibition featuring approximately 100 presentations and 300 displays from leading IT products and services. Over 230,000 participants have registered in previous editions, highlighting the event's significance.

  • - Dates: September 1 to September 4, 2026
  • - Website: IT Trend EXPO

About DATAFLUCT


DATAFLUCT aims to transform unused data into new value, addressing significant societal challenges through its vision, "Building Business from Data." With expertise in multi-modal data utilization, DATAFLUCT facilitates comprehensive data collection, processing, and analysis. The company is recognized for its commitment to creating sustainable decisions through effective data application, having received certification as a JAXA venture.

  • - Headquarters: Shibuya, Tokyo
  • - CEO: Hayato Kumemura
  • - Established: January 29, 2019
  • - Contact: DATAFLUCT


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Topics Business Technology)

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