I will integrate agentic ai, rag and llm apis into your app

RAG (Retrieval-Augmented Generation) allows an LLM to search and answer questions based on your private documents (PDFs, databases). Agentic AI goes a step further it can take actions, like browsing the web, executing Python code, calling external APIs or completing multi-step workflows autonomously

I will need a clear scope of your goal, access to your existing codebase (GitHub/GitLab), sample data or documents (if we are building a RAG system), and temporary access to the necessary API keys (OpenAI, Google Cloud, etc.).

This gig focuses on backend AI integration (Python, FastAPI, Flask, Node.js). However, as a Full-Stack developer, I also have extensive experience building frontends with React and Next.js. If you need a full-stack AI application built from scratch, please message me for a custom offer!

Absolutely. I have built secure AI and data systems for major organizations like the World Food Programme and the World Bank. I follow enterprise-grade security practices, including secure cloud secret management, prompt injection protections, and PII data anonymization where required.

Yes! I have extensive DevOps experience. While the base packages cover the code integration, I can containerize your AI app using Docker and deploy it to Google Cloud Run, Azure Kubernetes Service (AKS), or your preferred cloud provider as a custom extra.

Definitely. During our initial chat, I will evaluate your use case (speed, cost, context window) and recommend the best model. I typically build model-agnostic systems using LangChain, meaning we can easily swap between GPT, Claude, or Gemini without rewriting the whole app.

Yes. For enterprise RAG, I don't just use simple vector databases. I build robust data ingestion pipelines (using tools like Apache Beam, Google Dataflow, or custom Python scrapers) with SHA-256 deduplication and chunking strategies to ensure your AI retrieves accurate, hallucination-free answers.

No, the gig price covers my engineering work to build and integrate the system. You will need to provide your own API keys (OpenAI, Google Cloud, Anthropic), and you will be responsible for the usage costs directly with those providers. If you need help setting up those accounts, I can guide you!

I build modular code using frameworks like LangChain, which makes it very easy to update or swap out models in the future. I include a brief bug-fixing period after delivery, and I am also available for long-term maintenance retainers if you want me to actively manage and upgrade your AI pipeline

While this gig is focused on backend AI logic and API development, I am a Full-Stack developer with strong Next.js and React experience. If you need the AI connected directly to your UI (like streaming chat interfaces or dynamic dashboards), let me know and we can map it out!