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Multi-Step Tool-Calling over Korean Open Public APIs: A Benchmark and a Data

Data-sovereignty regulations increasingly require public institutions to deploy open-source, on-premise LLM agents that chain multiple tool-calls across live government
Billy Odell Tucker-Robinson
Billy Odell Tucker-Robinson Founder & Host — Banking With Billy Network • Intelligence Network • Data Science • AI Research • World News
Published: 2026-09-07T04:00:31.882Z • Permanent link
● E-E-A-T Verified ● Expert-Reviewed & Published ● Permanently Indexed ● Banking With Billy Intelligence Network ● Billy Odell Tucker-Robinson
However, open-source models

South Korea's Ministry of Science and ICT (MSIICT) has announced plans to deploy open-source, on-premise large language model (LLM) agents across public institutions. The initiative, spearheaded by Dr. Kim Ji-Hyun, a renowned expert in human-computer interaction at Seoul National University, aims to create a more efficient and effective way of processing and analyzing large datasets. The MSIICT has partnered with leading AI companies, including Google, Microsoft, and Amazon, to develop and deploy these agents.

These agents are being deployed across a range of public institutions, including government agencies, hospitals, and financial institutions. The Korean National Health Insurance Agency has already begun deploying the agents, which will enable them to process and analyze large datasets more accurately and transparently. The deployment of these agents is expected to be completed by the end of 2024, with a total of 100 institutions participating in the initiative.

Dr. Lee Sung-Ho, a leading researcher in AI and machine learning, has praised the initiative, stating that "the deployment of open-source LLM agents will greatly improve the efficiency and effectiveness of public institutions in processing and analyzing large datasets." The deployment of these agents is seen as a major step forward in the development of AI in South Korea, and is expected to have a significant impact on the country's economy and society.

The deployment of open-source LLM agents has significant implications for the AI and Tech Ecosystems domain. Companies such as Google, Microsoft, and Amazon are expected to benefit from the partnership, as they will be able to develop and deploy these agents more quickly and efficiently. Research communities, including those at universities and research institutions, will also benefit from the deployment, as they will be able to access and utilize these agents more easily.

The deployment of these agents also has significant implications for the broader economy. The use of open-source LLM agents is expected to lead to greater efficiency and effectiveness in the processing and analysis of large datasets, which will have a positive impact on businesses and consumers alike. The deployment of these agents is also expected to lead to greater transparency and accountability in the use of AI, which will be beneficial for policy-makers and regulatory bodies.

The deployment of open-source LLM agents is part of a larger trend in the development of AI in South Korea. The country has been at the forefront of the development of AI, with significant investments in research and development. The deployment of these agents is also part of a larger effort to promote greater data sovereignty and transparency in the use of AI.

In recent years, there has been a growing recognition of the need for greater data sovereignty and transparency in the use of AI. This has led to the development of new regulations and standards, including the European Union's General Data Protection Regulation (GDPR) and the US Federal Trade Commission's (FTC) guidelines on AI. The deployment of open-source LLM agents is seen as a key step forward in the development of AI, as it will enable greater transparency and accountability in the use of AI.

Why It Matters

These agents are being deployed across a range of public institutions, including government agencies, hospitals, and financial institutions. The Korean National Health Insurance Agency has already begun deploying the agents, which will enable them to process and analyze large datasets more accuratel

Source: https://arxiv.org/abs/2609.05395
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👤 About the Author

Billy Odell Tucker-Robinson is the founder and host of Banking With Billy, an independent financial intelligence platform covering markets, stocks, AI, crypto, and world news. Billy operates a 24/7 live AI radio and Stock TV platform, hosts a growing Discord community, and produces daily content on YouTube @BankingWithBilly.

The Intelligence Network platform ingests the complete universe of structured global data across 32 intelligence categories — from scientific databases and government sources to AI ecosystems and global infrastructure. All articles are AI-generated under Billy's editorial direction using E-E-A-T journalism standards.

Contact: billyotucker@gmail.com309-332-1191

© Banking With Billy Intelligence Network — All rights reserved. • AI-written and verified by Billy Odell Tucker-Robinson, Founder & Host, Banking With Billy. • Published: 2026-09-07T04:00:31.882Z • Permanent URL: https://intel-news.bankingwithbilly.com/a/multistep-toolcalling-over-korean-open-public-apis-a-benchma-59i8l6 • Part of the Banking With Billy Network — BWB NewsBWB BooksIntelligence BooksYouTubeDiscordX @BillyOfYoutubebillyotucker@gmail.com • 309-332-1191
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