Quick overview
Job description
Data Capital Inc. is seeking a highly experienced AI/LLM Optimization Engineer to optimize production-grade Generative AI applications for accuracy, performance, scalability, and reliability.
This is a hands-on engineering role—not a prompt engineering or POC-focused position.
Key Responsibilities
Optimize enterprise LLM applications, RAG pipelines, and AI agents.
Improve model accuracy, response quality, throughput, and inference latency.
Implement advanced RAG techniques, embeddings, hybrid search, and re-ranking.
Develop automated LLM evaluation frameworks, regression testing, and performance benchmarks.
Apply fine-tuning (LoRA/QLoRA), quantization, caching, and inference optimization.
Deploy and optimize scalable LLM solutions in AWS/cloud environments.
Mandatory Technical Requirements
7+ years in software/ML engineering, including 2+ years of production LLM engineering.
Advanced Python, PyTorch, Hugging Face, and LLM architectures.
Strong hands-on experience with RAG, vector databases, and LangChain/LangGraph or LlamaIndex.
Proven LLM evaluation and optimization experience using Ragas, DeepEval, LangSmith, or equivalent.
Experience with AWS Bedrock/SageMaker or comparable enterprise AI platforms.
Must demonstrate measurable improvements in LLM accuracy, latency, or throughput in production.
Preferred: vLLM, TensorRT-LLM, model fine-tuning, AI guardrails, financial services experience.
Screening Requirement: Applicants must describe one production LLM optimization project, the techniques implemented, and measurable results.
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