Builder

Joon Kim

Joon Kim is an AI builder whose work connects enterprise language models with document parsing. He worked in machine learning at Bloomberg from 2019 to 2022, then joined Cohere's technical staff. At Cohere, he coauthored a 2023 guide to fine-tuning Command models and the 2025 Command A report, which describes a model supporting 23 languages. He coauthored Extend's RealDoc-Bench, a 2026 benchmark for document structure and field-level question answering. As of October 2026, he contributes to Extend's document-parsing work.

Now at
Extend
Badges

Timeline

  1. September 2016–May 2019

    Teaching at Maryland

    He works as an undergraduate teaching assistant at the University of Maryland from September 2016 to May 2019.

  2. June 2019–July 2022

    Machine learning at Bloomberg

    He works as a machine learning engineer at Bloomberg from June 2019 to July 2022.

  3. July 2022–January 2026

    Technical staff at Cohere

    He serves as a senior member of technical staff at Cohere from July 2022 through January 2026.

  4. June 2023

    Custom Command models

    In June 2023, he is a Member of Technical Staff at Cohere and coauthors its guide to fine-tuning custom Command models. The guide explains how to set up fine-tuning.

  5. 2025

    Command A technical report

    In 2025, he coauthors Cohere's Command A technical report. It describes an agent-optimised multilingual model that supports 23 languages of global business.

  6. May 2026

    RealDoc-Bench for agents

    In May 2026, he and three colleagues publish Extend's RealDoc-Bench article. The benchmark tests whether parsers preserve the structure that document agents need.

  7. June 2026

    Field-level document evaluation

    In June 2026, he coauthors the RealDocBench preprint, which defines a question-answering track with 1,356 field-level questions across 581 documents in four domains. It evaluates eighteen systems and reports accuracy alongside per-page cost and cache-busted latency.

  8. As of October 2026

    Document research at Extend

    As of October 2026, he contributes to Extend's document-parsing work. In September 2026, he coauthors an update to the RealDoc-Bench dataset card that adds a provenance manifest and clarifies license scope.

Career

  1. NowExtend
  2. 2022–2026CohereSenior Member of Technical Staff
  3. 2019–2022BloombergMachine Learning Engineer
  4. 2016–2019University of MarylandUndergraduate Teaching Assistant

Sources and credits

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  1. Joon Kim's email & phone number - Founding Machine Learning Engineer at Extend | SignalHire signalhire.com. Checked 20 October 2026.
  2. How to Create Custom Command Models cohere.com. Checked 20 October 2026.
  3. Command A: An Enterprise-Ready Large Language Model arxiv.org. Checked 20 October 2026.
  4. RealDoc-Bench: A Real-World Benchmark for Document Agents extend.ai. Checked 20 October 2026.
  5. RealDocBench: A Benchmark for Field-Level QA and Layout Understanding on Real-World Regulated Documents arxiv.org. Checked 20 October 2026.
  6. RealDocBench: A Benchmark for Field-Level QA and Layout Understanding on Real-World Regulated Documents arxiv.org. Checked 20 October 2026.
  7. Add document provenance manifest and clarify license scope (#7) · Extend-AI/RealDoc-Bench at 08dde9d huggingface.co. Checked 20 October 2026.