Jobs · Consulting

AI Implementation Engineer

Toptal · United States · 3 mo ago
RemoteRemoteConsultingContract

Tasks and deliverables

  • Design and build AI agents and LLM-powered workflows.
  • Implement RAG systems using vector databases, embeddings, chunking strategies, and retrieval optimization.
  • Work with frameworks such as LangChain, LangGraph, Langsmith, Langfuse, LlamaIndex, or similar tools.
  • Integrate LLMs with APIs, internal systems, databases, and external services.
  • Evaluate model outputs, improve prompt strategies, and support testing and observability.
  • Collaborate with product and engineering teams to turn AI use cases into reliable software.

Required Experience

  • Strong software engineering experience, preferably with Python and modern backend systems.
  • Hands-on experience designing and building RAG pipelines, MCP Servers, Single or Multi agent Systems and/or LLM-based applications.
  • Experience with LangGraph, LangChain, LlamaIndex, Semantic Kernel, or similar frameworks.
  • Understanding of embeddings, vector databases, retrieval strategies, and prompt engineering.
  • Experience integrating LLMs with tools, APIs, and structured workflows.
  • Ability to evaluate AI system quality, latency, cost, and reliability.
  • Comfortable working in fast-moving, ambiguous environments.

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