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AI Consultant with RAG experience

March 7, 2026

We are looking for a senior AI consultant with deep experience in Retrieval Augmented Generation (RAG) systems to advise on architecture, backend setup, and implementation strategies. This is a consultation role focused on design, planning, and architecture implementation guidance. Scope of Consultation & Deliverables: • Design and validate RAG system architecture, including backend services, APIs, and integration points • Advise on document ingestion pipelines, chunking strategies, and embedding approaches • Recommend vector database selection and implementation best practices for performance, scalability, and reliability • Guide on LLM selection, prompting strategy, and context management • Provide strategies to reduce hallucinations and improve answer reliability • Suggest backend patterns for orchestration, caching, scaling, logging, and monitoring • Recommend deployment, security, and data privacy best practices for production systems • Advise on arenaflex, latency, and scalability optimizations • Review evaluation metrics for RAG quality and accuracy Deliverables: • Complete system architecture diagrams and documentation • Backend setup guidance with production-ready patterns • Ready-to-work boilerplate for RAG pipeline implementation Ideal Consultant Profile: • Strong background in Python-based AI systems and backend architecture • Proven experience designing and architecting RAG pipelines in production • Hands-on experience with LangChain, LlamaIndex, or custom RAG frameworks • Deep understanding of embeddings, vector search, retrieval strategies, and backend integrations • Experience consulting on real-world AI systems with actionable implementation guidance • Able to communicate clearly and provide concrete recommendations for architecture, backend setup, and boilerplate Engagement Details: • Consultation via calls, written feedback, architecture review sessions, and implementation guidance • Short-term engagement with potential follow-up sessions • Flexible hours Budget: Open to hourly or fixed consultation packages How to Apply: In your proposal, briefly explain: • One RAG system you have consulted on or architected • Key trade-offs you helped a team decide on • Your approach for backend architecture, RAG reliability, and boilerplate setup Those with new profiles looking to get some traction on the platform are encouraged to apply Apply tot his job

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Common Interview Questions And Answers

1. HOW DO YOU PLAN YOUR DAY?

This is what this question poses: When do you focus and start working seriously? What are the hours you work optimally? Are you a night owl? A morning bird? Remote teams can be made up of people working on different shifts and around the world, so you won't necessarily be stuck in the 9-5 schedule if it's not for you...

2. HOW DO YOU USE THE DIFFERENT COMMUNICATION TOOLS IN DIFFERENT SITUATIONS?

When you're working on a remote team, there's no way to chat in the hallway between meetings or catch up on the latest project during an office carpool. Therefore, virtual communication will be absolutely essential to get your work done...

3. WHAT IS "WORKING REMOTE" REALLY FOR YOU?

Many people want to work remotely because of the flexibility it allows. You can work anywhere and at any time of the day...

4. WHAT DO YOU NEED IN YOUR PHYSICAL WORKSPACE TO SUCCEED IN YOUR WORK?

With this question, companies are looking to see what equipment they may need to provide you with and to verify how aware you are of what remote working could mean for you physically and logistically...

5. HOW DO YOU PROCESS INFORMATION?

Several years ago, I was working in a team to plan a big event. My supervisor made us all work as a team before the big day. One of our activities has been to find out how each of us processes information...

6. HOW DO YOU MANAGE THE CALENDAR AND THE PROGRAM? WHICH APPLICATIONS / SYSTEM DO YOU USE?

Or you may receive even more specific questions, such as: What's on your calendar? Do you plan blocks of time to do certain types of work? Do you have an open calendar that everyone can see?...

7. HOW DO YOU ORGANIZE FILES, LINKS, AND TABS ON YOUR COMPUTER?

Just like your schedule, how you track files and other information is very important. After all, everything is digital!...

8. HOW TO PRIORITIZE WORK?

The day I watched Marie Forleo's film separating the important from the urgent, my life changed. Not all remote jobs start fast, but most of them are...

9. HOW DO YOU PREPARE FOR A MEETING AND PREPARE A MEETING? WHAT DO YOU SEE HAPPENING DURING THE MEETING?

Just as communication is essential when working remotely, so is organization. Because you won't have those opportunities in the elevator or a casual conversation in the lunchroom, you should take advantage of the little time you have in a video or phone conference...

10. HOW DO YOU USE TECHNOLOGY ON A DAILY BASIS, IN YOUR WORK AND FOR YOUR PLEASURE?

This is a great question because it shows your comfort level with technology, which is very important for a remote worker because you will be working with technology over time...

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