
4 min
AI in the Box: What is Inference-as-a-Service?
This isn’t an instruction guide, but my effort to build a top-down picture of a system we can call “local models inference in production.”

Chief of Staff, People & Operations at Pink Elephant | Organizational Design & Executive Recruitment Expert
Yulia Sadovnikova is the Chief of Staff for People and Operations at Pink Elephant, with extensive experience in organizational development, executive recruitment, and leadership assessment.
Her career spans executive search, technology startups, and organizational consulting. She previously held leadership roles at Spencer Stuart, Ward Howell International, Jiffy Grocery, and JackPoker, working on talent acquisition, organizational design, and business operations.
Yulia has recruited more than 300 leaders and conducted over 500 Hogan assessments, helping organizations strengthen their leadership teams and develop talent. She has also worked in the open-source AI ecosystem, supporting community development and marketing initiatives at AIFoundry.org.
Her expertise covers organizational strategy, executive leadership, talent development, and building effective teams and communities within technology companies.

4 min
This isn’t an instruction guide, but my effort to build a top-down picture of a system we can call “local models inference in production.”
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