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  "markdown": "COO, ML researcher and GLiClass maintainer.\n\n- LinkedIn: https://lt.linkedin.com/in/mykhailo-shtopko\n\n## What Mykhailo builds\n\n- [GLiClass](https://www.anchorterminal.com/tools/gliclass.md), graded D, 50.2/100, in Decision models. GLiClass is an open-source Python library and family of open-weight zero-shot text classifiers from Knowledgator. It scores every candidate label in one forward pass and runs locally through a pipeline or a Ray Serve endpoint. COO, ML researcher and GLiClass maintainer, researched 2026-10-27.\n\n## Works with\n\n- [Ihor Stepanov](https://www.anchorterminal.com/people/ihor-stepanov/), Co-founder and CEO; GLiClass research co-author\n\n## Questions\n\n### Who is Mykhailo Shtopko?\n\nMykhailo Shtopko is COO at ML researcher and GLiClass maintainer.\n\n### What does Knowledgator make?\n\nAnchor Terminal lists GLiClass from Knowledgator. GLiClass is an open-source Python library and family of open-weight zero-shot text classifiers from Knowledgator. It scores every candidate label in one forward pass and runs locally through a pipeline or a Ray Serve endpoint.\n\n### How are Mykhailo's tools graded?\n\nGLiClass is graded D, 50.2 out of 100, on Anchor Terminal's benchmark, which scores every listing against the same checklist.\n\n## Sources\n\n- https://github.com/Knowledgator/GLiClass\n- https://x.com/ihor_step\n- https://lt.linkedin.com/in/mykhailo-shtopko\n- https://www.knowledgator.com/\n- https://www.knowledgator.com/about-us\n- https://x.com/knowledgator\n- https://docs.knowledgator.com/docs/support/index.html\n- https://docs.knowledgator.com/docs/support\n\nThese are the people building the tools we list, named for their public role in the company or project behind a listing, from public pages, with the date it was researched. They don't work for Anchor Terminal (our own team is on the about page, /about/#author). We show public roles, public profiles and what the listing pages show, nothing private. To correct something, send an about or a photo, or have a page removed, write to privacy@anchorterminal.com.\n",
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