Data Scientist/AI ML Engineer
3 days ago
Position Overview:
We are seeking a Senior AI Engineer with deep LLM expertise to design and implement advanced
multi-agent AI systems, RAG pipelines, and AI infrastructure as part of an early engineering team.
Key Responsibilities:
- Build multi-agent AI systems orchestrating complex workflows and intelligent automation
- Develop advanced RAG pipelines with hybrid search capabilities using vector and keyword-based
retrieval
- Design prompt engineering frameworks ensuring consistent, high-quality outputs across multiple LLMs
such as Claude, GPT, and Qwen
- Create context management systems optimizing token usage and maintaining conversation coherence
- Fine-tune models specialized for domain-specific knowledge and terminology
- Implement vector search infrastructure leveraging OpenSearch for semantic similarity and knowledge
retrieval
- Develop LLM evaluation frameworks with automated quality metrics and regression testing
- Work on orchestration with LangChain for autonomous decision-making and task delegation
- Implement advanced prompt engineering including chain-of-thought and tree-of-thought reasoning
- Optimize context windows for long-form content generation and multi-turn conversations
- Build hybrid retrieval systems combining dense and sparse search with intelligent ranking
- Fine-tune models using PEFT techniques for domain adaptation
- Implement cost optimization through model routing, caching, and token management
- Collaborate with AI and backend teams to integrate AI systems into production environments
- Establish engineering standards for AI platform development
Required Skills:
- 3-5+ years building production AI systems
- 2+ years focused on LLM applications
- Production experience with Amazon Bedrock or similar managed LLM services
- Expert-level prompt engineering
- Context window and memory management for long conversations
- RAG development and vector search expertise using OpenSearch or similar databases
- Fine-tuning models such as Llama or Mistral using LoRA and QLoRA
- LangChain expertise for custom chains, agents, and tools development
- Proficiency in Python and TypeScript
- Experience with AWS ecosystem and managed services
- API design for LLM services with SSE streaming support
- Testing strategies for non-deterministic AI systems
- Security awareness including prompt injection prevention and data privacy
Preferred (Bonus) Skills:
- Experience with CrewAI or similar multi-agent frameworks
- Knowledge of supervisor, collaborative, and competitive agent patterns
- Familiarity with LangGraph for workflow orchestration
- Experience with Axolotl or similar fine-tuning frameworks
- Knowledge graph integration
- Experience with Pulumi for infrastructure as code
- Experience with microservices architecture and K8s
- Familiarity with NestJS and FastAPI frameworks
- Experience with PostgreSQL, Prisma ORM, and Redis caching
- Min 1 year experience in Agentic AI solutions like: Cursor AI or LangChain or AutoGen
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