Job description:

KEY RESPONSIBILITIES

· Design and own multi-stage ingestion pipelines — handling HTML, PDF, and image sources with layout parsing, metadata extraction, and vector storage

· Architect RAG systems with hybrid search (BM25 + semantic), document versioning, and cross-reference resolution

· Build production-grade Fast API services with typed response envelopes, Open API compliance, and Langfuse tracing integration

· Engineer prompt systems — structured prompts, prompt versioning, few-shot strategies, and judge-based evaluation

· Integrate and manage LLM routing via Lite LLM: model fallback, cost control, and per-route configuration

· Design agentic workflows using Lang Graph: multi-step retrieval, tool use, and conditional branching

· Build and maintain knowledge graphs in Nebula Graph / Neo4j — entity extraction, relationship modelling, and domain ontology alignment

· Implement graph-augmen...