Description

You will design and implement AI systems focusing on generative retrieval and agentic workflows.

Responsibilities

• Design and implement Retrieval Augmented Generation (RAG) pipelines on Google Cloud / Vertex AI, covering chunking, embeddings, indexing, retrieval, reranking, and grounding.
• Build agentic workflows using Python-first frameworks, implementing tool use, planning, reflection/guardrails, and structured outputs.
• Create data ingestion/ETL from diverse sources (PDFs, docs, webpages, internal) while defining metadata strategy and access control.
• Define and execute system evaluations, measuring retrieval metrics, answer quality, and hallucination rates to drive iterative improvement.
• Ship production-ready systems, managing APIs, observability, cost/performance optimization, CI/CD, and security.

Required Skills

• 5+ years of experience developing complex AI/ML applications.
• Strong proficiency in Python, adhering to clean architecture, async patterns, testing, typing, and packaging standards.
• Proven experience building RAG solutions, including hybrid search, reranking, chunking strategies, embeddings, and prompt/schema design.
• Hands-on experience with Vertex AI and GCP fundamentals (IAM, logging/monitoring, Cloud Run/GKE, storage).
• Experience with at least one agentic framework (LangGraph/LangChain, LlamaIndex, AutoGen) and tool/function calling patterns.
• Solid knowledge of vector search concepts and deployment experience with a vector DB (e.g., Pinecone, pgvector).
• Familiarity with graph data modeling and querying languages (Cypher/Gremlin/SPARQL basics).
• Experience with ETL processes and data handling for unstructured content.
• Knowledge of CI/CD practices and secure-by-design engineering principles.

Preferred Skills

• Experience with knowledge graphs for RAG, including entity linking and retrieval fusion.
• Familiarity with streaming/messaging systems (Pub/Sub, Kafka) or document pipelines (Document AI).
• Experience with evaluation tooling (RAGAS, TruLens) or prompt/version management.

Key Skills

Education

Any Gradute