Thomas Kalnik

Principal AI Engineer at Jump

United States
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Summary

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Thomas Kalnik is a Principal AI Engineer with 8 years of experience building and productionizing large-scale ML and AI systems across finance, healthcare, and creator-focused products. He has led multi-node distributed training (up to 671B params) and operated multi-cloud GPU fleets, delivering latency and cost optimizations for high-throughput image and multimodal inference services. Comfortable across the stack, he designs retrieval and evaluation pipelines, LLM fine-tuning (SFT/DPO), and agentic workflows while enabling engineering teams with internal AI platforms. His background in data engineering and FHIR interoperability gives him a practical edge in regulated domains, and he’s delivered novel solutions like agentic hybrid search for clinical data and a YouTube creator Thumbnail Studio. Known for marrying rigorous infrastructure tuning (DeepSpeed, NCCL, Grafana/Prometheus) with product-focused A/B evaluations, he moves models from research to repeatable production reliably.
code8 years of coding experience
job7 years of employment as a software developer
bookMBA/MS Finance, Investment Finance, MBA/MS Finance, Investment Finance at Northeastern University
bookMaster's degree, Computer Science, Master's degree, Computer Science at University of Illinois Urbana-Champaign
bookBachelor of Arts (BA), International Relations and Affairs, Bachelor of Arts (BA), International Relations and Affairs at SUNY Geneseo
languagesSpanish
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Stackoverflow

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Github Skills (73)

firebaseui10
react-wrapper10
realtime9
firebase9
elixir9
api-server9
react8
deprecated8
phoenix-framework8
jupyter-notebook7
python6
web-framework6
machine-learning6
text-analytics5
deep-learning5

Programming languages (9)

C#TypeScriptC++CPLpgSQLJavaScriptJupyter NotebookElixir

Github contributions (5)

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Skyblueballykid/1up-test

Jan 2021 - Mar 2021

Contributions:77 PRs, 92 pushes, 2 branches in 1 month
Contributions:106 PRs, 106 pushes, 4 branches in 16 days
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Thomas Kalnik - Principal AI Engineer at Jump