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Tell us what you're running: roughly how many MXNet models are in production, whether training pipelines are still live, where inference is served from, and what is forcing the timeline (an audit, a hardware refresh, a departed maintainer). A few sentences is plenty to start — we will follow up with the questions that matter for your situation.

Engagements are hourly time and materials with senior US engineers, as project work or staff augmentation, scoped through the first conversation.