hands-on expertise. Strong technical fluency in GenAI ecosystems: LLMs, fine-
tuning, RAG systems, embeddings, structured... output modeling. Hands-on experience working with AI/ML teams on model lifecycle: evaluation, A/B testing, fine-
tuning... -
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