AI/ML Engineer
2 недель назад
Perfsol is helping a client who is developing a personal AI knowledge base that lets users interact with the content they save across the internet — whether it's YouTube videos, podcasts, articles, PDFs, and more.
The client has built a Retrieval-Augmented Generation (RAG) system to power this chat feature, but they are looking for an expert to optimize and improve the relevance of their retrieval system.
Responsibilities:
- Audit, design, and optimize the client's existing RAG pipelines.
- Improve retrieval, reranking, context selection, and query understanding.
- Collaborate with the client's AI and engineering teams to implement practical solutions.
- Ensure high performance, scalability, and reliability of the production-grade retrieval system.
- Share insights from real-world applications to enhance system efficiency and user experience.
Requirements:
- Proven experience building production-grade RAG systems or AI retrieval pipelines.
- Strong understanding of vector search, embeddings, ranking models, and full-text search (FTS).
- Hands-on experience with LangChain, LlamaIndex, Haystack, or similar frameworks.
- Familiarity with state-of-the-art techniques in query understanding, context selection, and retrieval optimization.
- Ability to turn research into production solutions.
- Passion for AI and delivering real value to users.
Bonus:
- Experience with vector databases like Pinecone, Weaviate, or Milvus.
- Contributions to open-source AI/NLP projects.
- Experience with large language models (LLMs) and integrating them into products.
- Passion for AI and delivering real value to users.
We offer:
- Flexible working hours.
- Remote work model.
- 18-days paid vacation; 5 days paid sick leave, 11 state holidays.
- Accounting support.
- Professional development and well-being (English/professional courses/sports are partially compensated by the company).
- The agile approach to management and no bureaucracy;
- Participation in specialized conferences, training programs, and seminars.
- Compensation for subscriptions to copilots such as Cursor or other similar tools.
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