Role
As our Agentic AI Engineer, you will build the intelligence layer that sits on top of our knowledge graph: the part of APAS that turns structured regulatory and operational data into deterministic, citation-backed answers and, over time, autonomous agentic workflows. This is a specialist role. We need someone who lives in large language models, retrieval architectures, and agent design, not a generalist ML engineer picking this up as one of several things they do.
Every model you build depends on data structured below you, and every decision you make about grounding, hallucination control, and citation accuracy has to hold up to the same standard the rest of APAS is built on: deterministic, defensible, provable.
This is not a job you'll do in a silo. Expect tight and transparent communication loops across our team.

Must Have
Minimum 5 years of hands-on experience building and shipping production ML/AI systems, including at least 3 years focused specifically on LLMs, NLP, or generative AI
Minimum 3 years of production Python experience, with frameworks like PyTorch, LangChain,



or Hugging Face Transformers
Deep, practical experience with retrieval-augmented generation (RAG) architectures, including chunking strategies, embeddings, vector search, and hybrid retrieval that combines structured and unstructured data
Proven experience building agentic systems: multi-step reasoning, tool use, task planning, and orchestration (LangGraph, LlamaIndex, AutoGen, or a custom-built framework)
Solid grounding in prompt engineering and techniques for hallucination control, citation accuracy, and deterministic output, especially in high-stakes or regulated domains
Experience integrating LLM applications with knowledge graphs, ontologies, or structured data sources such as SPARQL/RDF. You don't need to own the graph, but you need to work fluently with it
Experience working with function-calling and tool-use models — open-source (e.g., Hermes, and other fine-tuned Llama/Mistral

📌 Agentic AI Engineer (India)
🏢 APAS.AI
📍 India