AI Engineer, LLM & Agentic Systems
Aumnitech LLC
AI Engineer, LLM & Agentic Systems
Level: Mid to Senior Engagement: Staff augmentation dedicated pod fixed-scope build Regions: India US Middle East
Builds and ships production AI features for client products: retrieval-augmented generation pipelines, agents, and copilots that move real workflows, not demos.
What you'll do
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Design, build, and deploy LLM-powered applications, agents, and copilots for client products
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Build retrieval-augmented generation (RAG) pipelines and vector database integrations
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Integrate large language model APIs into production systems with attention to cost and latency
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Write evaluation harnesses to measure model quality before and after shipping
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Work directly with client and product teams to turn business requirements into working AI features
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Monitor deployed AI systems for drift, cost overruns, and reliability issues
What you bring
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3+ years of professional software engineering experience, including 1+ years building LLM-based applications
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Strong Python and working knowledge of LangChain, LlamaIndex, or a comparable orchestration framework
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Experience with a vector database (Pinecone, Weaviate, pgvector, or similar)
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Solid understanding of prompt design, RAG architecture, and evaluation methods
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Comfortable working directly on AWS, Azure, or GCP
Nice to have
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Experience fine-tuning or adapting open-source models
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Background in a regulated industry such as financial services or healthcare
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Prior consulting or client-facing delivery experience
$152k - $208.5k
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