BUILD YOUR PATH

OPPORTUNITIES ARE HERE AND THEY ARE MEANT TO BE TAKEN
WOULD YOU?

RAG Architect
Full time
Information Technology AI
México
Salary Range: US$65,000.00 to US$100,000.00* per Annually
*Depending on experience, capabilities & performance
CA-IT-IA-5567
Job Description
Key Responsibilities:
Designing data pipelines and optimizing vector search relevance.
Vector Infrastructure Design: Architecting and maintaining enterprise-grade Vector Databases (e.g., Pinecone, Milvus, Weaviate, or Qdrant).
ETL/ELT for AI: Designing automated data pipelines that ingest, clean, and synchronize corporate data with the vector store in real-time.
Retrieval Strategy Optimization: Implementing and tuning advanced retrieval techniques like Hybrid Search (Keyword + Semantic) and Re-ranking.
Accuracy Benchmarking: Defining and monitoring "Retrieval Quality" metrics to ensure the AI always receives the most "grounded" context possible.
Cost & Latency Management: Optimizing embedding processes and query speeds to maintain high performance without exceeding token or infrastructure budgets.
Key Activities:
Data cleaning, embedding management, and fine-tuning retrieval parameters.
Academic Skills and Qualifications
Degree in CS or Information Science: A Bachelor’s or Master’s in Computer Science, Library Science (Digital focus), or Knowledge Engineering.
Semantic Search & Information Retrieval: Academic mastery of the math behind search: Vector embeddings, Cosine Similarity, and TF-IDF (Term Frequency-Inverse Document Frequency).
Large Language Model (LLM) Theory: Deep understanding of Claude’s specific attention mechanisms and how "Context Windows" affect the retrieval of real estate data.
Vector Database Architecture: Expertise in the design and scaling of high-dimensional databases such as Pinecone, Weaviate, or Milvus.
Graph Database Foundations: Knowledge of Knowledge Graphs (e.g., Neo4j) to map complex relationships between property owners, agencies, and financial history.
Advanced NLP & Text Processing: Proficiency in "Chunking" strategies—academically determining how to split a 100-page property audit into digestible pieces for the AI.
Retrieval-Augmented Generation (RAG) Frameworks: Mastery of the latest research in "Hybrid Search" (combining keyword and semantic search) and "Reranking" algorithms.
Ontology & Taxonomy Design: The ability to create a universal classification system for all Real Estate services, listings, and legal documents.
Data Quality & Cleaning Math: Knowledge of data de-duplication and normalization to ensure the AI doesn't get confused by conflicting property listings.
Cloud Native Data Solutions: Advanced knowledge of AWS (Bedrock/OpenSearch) or Google Cloud (Vertex AI) to manage the retrieval infrastructure.
Evaluation Frameworks: Knowledge of RAG-specific metrics (e.g., RAGAS, TruLens) to measure the "Faithfulness" and "Relevancy" of the AI’s retrieved answers.
Metadata Engineering: Mastery of building rich metadata schemas so the AI can filter properties by city, price range, and agent availability in milliseconds.
Key Skills and Qualifications:
SQL, NoSQL, LangChain, LlamaIndex, expertise in unstructured data.
Work Experience:
3+ years in Data Engineering.
Daily Job Schedule:
The daily job schedule will follow the standard working hours of the company, typically from 9:00 AM to 5:00 PM. However, occasional flexibility may be required to meet project deadlines or collaborate with remote team members.
What we offer!
At our organization, we work hard to establish a welcoming environment that draws in and keeps great people. We are aware of the importance of a supportive workplace environment for our employees' success and happiness. Here is a summary of the ideal workplace culture we provide to attract all job hopefuls:
-
An inclusive and diverse culture is important to us because we think that different viewpoints and experiences foster better creativity and problem-solving. Every employee feels accepted, valued, and empowered to offer their special thoughts and experiences because we promote an inclusive atmosphere.
-
We encourage teamwork and collaboration because we know that when people work together, they typically get the best results. To create a friendly and supportive workplace, we promote open communication, idea exchange, and cross-functional cooperation.
-
Opportunities for Growth and Development: We place a high priority on our workers' continued development. To improve their skills and expertise, we provide a range of learning and development programs, mentorship opportunities, and ongoing training. We give employees a clear career path and aid them in reaching their professional objectives.
-
Work-Life Balance: We are aware of how crucial it is to keep a positive work-life balance. We encourage employees to take time off to recover and pursue personal interests and we provide flexible work schedules, remote work opportunities (where appropriate), and other benefits. We think that having a healthy work-life balance makes people happier and more effective.
-
Recognizing and rewarding hard work and contributions from employees is important to us. We offer benefits and attractive salary packages that are in line with industry standards, and we have a structured recognition program that recognizes excellent achievement.
-
Employee Support: We place a high priority on our employees' support and well-being. We provide access to services for both physical and mental health as well as comprehensive health insurance policies, wellness initiatives, and programs. We encourage staff to express their concerns or ask for help when necessary and maintain an open-door policy.
-
Environment for Innovation and Creativity: We promote an atmosphere for innovation and creativity. We give workers the freedom, autonomy, and resources they need to try out novel concepts, innovative ideas, and cutting-edge technologies. We support questioning the status quo and making continual improvements to our procedures and products.
-
Social responsibility and sustainability are important to us because we want to have a beneficial influence on both people and the environment. We offer volunteer opportunities, sustainability programs, and corporate social responsibility activities so that staff members can support worthwhile causes and change the world.
-
Transparent Communication: We support open lines of communication and educating staff on new initiatives, objectives, and tactics. We have regular town halls, team meetings, and offer avenues for comments and feedback. We value candid conversation and welcome employee ideas and input.
-
Fun and Engaging Activities: We are committed to fostering a positive work environment. We plan social events, team-building exercises, and joint milestone and achievement celebrations. We support an upbeat, welcoming environment where humor and creativity flourish.
Benefits
Health & Wellness
Fitness & Recreation
Health Insurance
Life Insurance
Continuing Education
Training & General Education
Foreign Language
Family
Flexible Scheduling
Child Care
Finance
Retirement Plan
Bonus / Compesation
Free Time
Paid Off Time
Sick Leave
Law Enforcement & Veteran Benefits
Special Discounts
Special Learning Programs
DISCLAIMER
We are proud to foster a workplace free from discrimination. We strongly believe that diversity of experience, perspectives, and background will lead to a better environment for our employees and a better product for our users and our creators. This is something we value deeply and we encourage everyone to come be a part of changing the way the world.
IMPORTANT: earnings and legal disclaimers Carlos Ayala is an Internet marketing and security professional and his results are not typical. Your experiences are not a guarantee that you will earn money. You can do more, less or the same or nothing at all. This is purely educational. No income is guaranteed.
Only serious and ambitious entrepreneurs please apply.
Prices are subject to change without notice. No refunds will be allowed for tickets at any price level. If for some reason you cannot attend the events that are organized, you will receive full credit for your investment in my store (iamcarlosayala.com). There is no risk for your investment with me today.






