Python Developer

ONSITE

Core Experience

* Hands-on experience deploying open-source LLMs such as Meta Llama 3 and Mistral / Mixtral in on-prem or private environments

* Strong proficiency in Python for LLM inference, prompt engineering, and integration

* Experience with CPU-based inference, model quantization, and performance tuning

Vector Databases & RAG

* Practical experience with open-source vector databases such as Qdrant, Chroma, Milvus, or pgvector

* Proven implementation of Retrieval-Augmented Generation (RAG) pipelines

* Experience generating and managing embeddings and metadata filtering

Security & Governance

* Understanding of data privacy, air-gapped deployments, and enterprise security requirements

* Experience implementing access controls and audit logging

Nice to Have

* Experience with LangChain or LlamaIndex

* Exposure to Rust, Go, or C++ for high-performance services

* Familiarity with Docker and Kubernetes for on-prem deployments

* Knowledge of inference frameworks (e.g., vLLM, llama.cpp, Hugging Face Transformers)

* Prior work in regulated or enterprise environments

Deliverables

* Reference architecture and deployment guidance

* Working prototype (LLM + vector DB + RAG)

* Documentation and knowledge transfer to internal teams