ARC

Andrés Ruiz Calvo

AI/ML Engineer

Madrid, Spain
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About Me

AI Engineer at IBM where I architect production-grade Generative AI systems for IBM customers and business partners.

Beyond my work at IBM, I maintain Ad Astra AI—a technical blog documenting production-ready AI engineering projects, sharing deep-dives on building, deploying, and scaling real-world AI systems. My flagship project, SentiWiki AI, is an end-to-end agentic RAG system deployed on AWS ECS for querying ESA Copernicus Sentinel mission documentation

Previously, one year as a Solutions Architect at Huawei gave me deep expertise in cloud architectures, which I've further validated through AWS certifications (ML Specialty, Solutions Architect Associate, AI Practitioner) and Databricks Data Engineer certification.

Currently also an Associate Professor in Machine Learning at UAX University, where I designed and deliver comprehensive curricula for Machine Learning I & Machine Learning II courses to 20+ undergraduate students in the AI & Computation degree program.

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AI Engineer @ IBM

Building production RAG pipelines and autonomous AI agents

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Ad Astra AI Logo

Ad Astra AI

Production-ready AI engineering projects and deep-dives

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Professor @ UAX

Teaching Machine Learning in the AI & Computation Degree

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Others

Tech Stack & Expertise

Technologies I use to build production AI systems

AI & ML Frameworks

LangGraphLangChainPyTorchScikit-LearnTensorFlowHugging FaceLiteLLMClaude 3

AI Systems & Architectures

RAG PipelinesAI AgentsPrompt EngineeringModel Fine-tuningCross-EncodersRAGAS

Cloud & Infrastructure

AWS BedrockAWS S3AWS ECSDockerCI/CDGitLabServerlessHuawei Cloud StackPrometheusGrafana

Development & APIs

PythonFastAPINext.jsAngularGitMCP ServersREST APIs

Data & Search

ElasticsearchQdrantVector DatabasesSQLPySparkSeleniumCrawl4AIETL Pipelines

Research & Academia

Computer VisionDeep LearningSemantic SegmentationMedical ImagingResearch Publications