ResourcesCase Study

Fine-tuning LLMs with trade domain data using Backend.AI FastTrack 3

Developing a trade code recommendation that reduces human-in-the-loop

askyour.trade 2.0 is an intelligent trade workspace where AI understands and makes autonomous decisions on documents. teamreboott, in collaboration with Lablup, is accelerating the digital transformation in trade operations.

CEO Sungchul Choi

Automate MLOps with Backend.AI FastTrack 3, anywhere, anytime, at any scale.


Team aimed to develop a large language model trained on relevant domain knowledge, capable of delivering accurate classifications automatically. Teamreboott leveraged Lablup’s reliable Backend.AI Cloud infrastructure and NVIDIA H100 AI accelerators to fine-tune a large language model optimized for the trade using Backend.AI FastTrack 3.

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Backend.AI

Backend.AI is a vendor-agnostic accelerated workload hosting platform based on our own home-grown orchestration and job scheduler, running on top of either cloud or on-premises (air-gapped) clusters.

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Backend.AI FastTrack 3

A MLOps pipeline platform for LLM fine-tuning and serving that simplifies the entire lifecycle of large language model customization. Prepare data, train models, validate performance, and deploy as a REST API—all managed within a single pipeline.

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