Hiring for GenAI Intern

Location: Pune, India

Key Responsibilities:
- Design and build LLM-powered chatbots using structured (SQL/NoSQL) and unstructured data.
- Implement intent classification, guardrails and safe response generation
- Build hybrid AI pipelines combining:
- Databases (MySQL/PostgreSQL or equivalents)
- Vector databases (Qdrant, Pinecone, Weaviate, etc.)
- LLMs (OpenAI, LLaMA, Mistral, etc.)
- Ensure accurate, deterministic handling of factual queries (counts, dates, records)
- Implement RAG pipelines for summarization and semantic retrieval (not for factual counting)
- Design non-SQL abstractions (API layers, event indexes, knowledge graphs when needed)
- Debug hallucination, incorrect counts, and reasoning failures in LLM outputs
- Implement observability, logging, evaluation, and regression testing for GenAI systems
- Collaborate with backend, frontend, and product teams
- Explain technical decisions clearly to non-AI stakeholders

Required Technical SkillsCore GenAI & LLM
- Robust experience with LLMs (LLaMA, Mistral, Claude, etc.)
- Prompt engineering for:




- System prompts
- Intent classification
- Tool/function calling
- Safety & refusal handling
- Understanding of LLM limitations (hallucinations, counting errors, reasoning limits)

RAG & Embeddings
- Hands-on experience with RAG architectures:
- Embedding models (e.g., BGE, E5, OpenAI embeddings)
- Vector databases:
- Qdrant (preferred)
- Pinecone / Weaviate / FAISS
- Ability to decide when NOT to use vector search

Backend & Data
- Strong backend experience with Python:
- Experience with Flask / FastAPI:
- Working knowledge of:
- SQL (MySQL/PostgreSQL) OR structured alternatives
- Data modeling for event-based systems
- Experience building API layers over data sources

System Design
- Intent-based routing (COUNT, HISTORY, SUMMARY, OUT_OF_SCOPE, etc.)
- Guardrails, policy enforcement and validation layers
- Caching, performance optimization and scalability.

Who Can Apply?

Are available fo

📌 Genai Intern (Swargate)
🏢 Ai India Innovations
📍 Swargate