I will be your ai product engineer for llm integration and rag

Are you looking for an AI Product Engineer to integrate Large Language Models (LLMs) and intelligent capabilities into your existing software?

I help startups and businesses bridge the gap between cutting-edge AI models and reliable, production-ready software products.

Whether you need intelligent document understanding (RAG), conversational agents, structured JSON outputs, or local offline LLM integration, I've got you covered.

What I Can Do For You:

LLM API Integration (OpenAI, Anthropic Claude, or local Ollama/Mistral/LLaMA)

Custom RAG Pipelines (Vector search, semantic embeddings, document chunking)

High-Performance Python Backends using FastAPI & SQLAlchemy

Structured Outputs & Function/Tool Calling for reliable automation

AI Evaluation & Testing (benchmarking accuracy, latency, and edge cases)

API Error Handling, Fallbacks & Rate-limit management

Why Work With Me?

Production-First Mindset: I don't just build prototypes; I write scalable, secure code.

Privacy-Focused: Ability to run 100% local, private AI models (no data leaks).

Clean Architecture: Cleanly documented REST APIs with Swagger/OpenAPI.

Fast turnaround and direct technical communication.