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Senior AI Engineer

Helios SoftAstana и ещё 1 городГибридот 3 лет
PythonAIPostgreSQLCI/CDDockerLLMBackendRAGArtificial IntelligenceAstana

Описание

Responsibilities

  • Architecture of the agent: routing questions between sources, parsing composite requests, tool calling, context and session management.
  • RAG on regulatory documents and documentation: loading and chunking large documents, hybrid search, reranking and updating data when legislation changes.
  • Quality assessment (evals): forming reference question sets, automated testing before releases, and monitoring quality metrics in production.
  • Security and data: access control, protection against prompt injection, confirmation of write operations, audit of actions, and compliance with RK legislation on personal data.
  • Model and infrastructure selection: working with cloud APIs and on-premise solutions, optimizing cost and speed, monitoring and tracing requests.
  • AI functionality development: creating reports, filling out forms, and automating operation sequences.
  • Mentoring and code review: code and prompt review, developing technical competencies of the second developer.
  • Product development: assessing technical feasibility of ideas with the Product Owner, conducting technical demos, and interacting with customers.

Requirements

  • From 3 years of experience in backend development, of which at least 1.5 years is commercial experience developing LLM products in production.
  • Practical experience implementing RAG: chunking, embeddings, vector databases, hybrid search, and reranking.
  • Experience developing AI agents, tool calling, API integration, and structured output.
  • Experience building evals, LLM-as-judge, and regression testing.
  • Proficient in Python, experience with APIs, queues, Docker, CI/CD, logging, and testing.
  • Knowledge of SQL and experience with PostgreSQL.
  • Understanding of LLM risks: prompt injection, data leakage, hallucinations, and methods to prevent them.
  • Experience in mentoring or conducting code reviews.

We offer

  • Hybrid work format, Astana.