AI Engineer / Agents / Production AI Infra
Alvaro Villalba
AI Engineer with 3+ years building AI agents, RAG pipelines, and production AI infrastructure on AWS and Azure. Designed and shipped an AI-native HR platform from zero to enterprise pilots, integrating OpenAI, Anthropic, Google, xAI, MCP, fine-tuning, and evals with 70%+ performance gains over the initial stack.
Professional Experience
AI QA Architect
Iberia via Alten
April 2026 - Present
Defined, led, and executed QA automation projects for Iberia's AI product, iBot.
- Led AI evals for unit testing, QA agents for E2E testing, and Playwright-based functional testing.
- Designed quality workflows for an airline AI assistant where reliability, regression coverage, and scenario evidence matter.
Engineering & Product Lead
Clous Intelligence
July 2023 - Present
Built Clous from scratch as an AI-native HR platform using agentic architectures with tool use, routing, memory, and human-in-the-loop controls.
- Shipped production systems on AWS and Azure with Python, Django, PostgreSQL, Redis, Celery, ECS/Fargate, S3, Next.js, TypeScript, and Tailwind.
- Designed core AI architecture for hiring, performance, and documentation workflows: multi-agent systems, RAG with Pinecone and S3, Knowledge-Graph RAG with Neo4j, MCP Apps, and Slack Bot integrations.
- Cut time to first token to under 3 seconds while improving throughput by roughly 70% through routing, caching, Celery worker tuning, and context optimization.
- Owned product discovery and delivery end to end: ran 30+ interviews with HR leaders, translated insights into roadmap priorities, closed 2 paid GenAI pilots, and led a 4-person team plus 2 advisors across backlog and technical decisions.
Interim Technology Lead
Orygen
February 2022 - July 2022
Defined the early technical roadmap and vendor strategy for a climate-tech startup.
- Built financial models and simulations to support fundraising and product decisions.
- Worked across supplier evaluation, technical planning, and execution tradeoffs during the company formation stage.
Engineering Intern
JP Alcaraz
Summer 2019 and 2020
Supported maintenance and troubleshooting of naval electronics across multiple suppliers.
- Collaborated with defence-sector stakeholders connected to Ministerio de Defensa projects.
- Worked hands-on with electronics repair, maintenance processes, and supplier-specific technical constraints.
Education
Aerospace Engineering
Universidad Politecnica de Madrid
2018 - 2023
Bachelor-level aerospace engineering program with a major focus on aerospace propulsion.
Bachillerato with Matricula de Honor
IES El Bohio
Pre-university education
Spanish pre-university track completed with Matricula de Honor distinction.
GCSEs - British Curriculum
King's College of Murcia
Secondary education
British curriculum studies before university engineering education.
Certifications
Santander X Launch 5.0
Babson College with Banco Santander
Entrepreneurship
Startup and entrepreneurship program delivered by Babson College with Banco Santander.
Google Project Management
Project management
Project management certification covering planning, execution, stakeholder management, and delivery practices.
Applied Data Science with Python
University of Michigan
Data science
Applied Python data science coursework covering data analysis and machine learning foundations.
C1 English Certificate
Cambridge English
Language
Cambridge English C1 certification.
Skills and Frameworks
Backend & APIs
Production software
Python / Django / REST
Python, Django, REST APIs, PostgreSQL, Redis, and Celery.
AI Systems
Applied AI infrastructure
Agents / RAG / Evals
RAG, Knowledge Graphs, multi-agent systems, Agents SDK, MCP and MCP Apps, prompt/context engineering, evaluations, and fine-tuning.
Cloud & Infra
Deployment and operations
AWS / Azure / Docker
AWS ECS/Fargate, S3, RDS, Docker, Azure, Heroku, and GCP.
Frontend
Product interfaces
React / Next.js
React, Next.js, TypeScript, Tailwind, and Figma.
ML Supporting Stack
Modeling and experimentation
PyTorch / TensorFlow
PyTorch, TensorFlow, and scikit-learn.