I’m Ruiqi Tan, an AI/ML engineer focused on LLM integration, model fine-tuning, and production deployment of intelligent systems. I build scalable AI-powered SaaS platforms with FastAPI, implement RAG architectures, and deploy models on cloud infrastructure. I bring strong MLOps discipline to ML lifecycle management and am AWS Certified AI Practitioner. In my work, I enjoy turning complex ML ideas into reliable software products that deliver real value for customers. I have led end-to-end projects across AI automation, data services, and governance domains, from data pipelines and model training to CI/CD and compliance automation. I thrive in cross-functional teams and love designing pragmatic architectures that balance performance, reliability, and security for production systems.

Ruiqi Tan

I’m Ruiqi Tan, an AI/ML engineer focused on LLM integration, model fine-tuning, and production deployment of intelligent systems. I build scalable AI-powered SaaS platforms with FastAPI, implement RAG architectures, and deploy models on cloud infrastructure. I bring strong MLOps discipline to ML lifecycle management and am AWS Certified AI Practitioner. In my work, I enjoy turning complex ML ideas into reliable software products that deliver real value for customers. I have led end-to-end projects across AI automation, data services, and governance domains, from data pipelines and model training to CI/CD and compliance automation. I thrive in cross-functional teams and love designing pragmatic architectures that balance performance, reliability, and security for production systems.

Available to hire

I’m Ruiqi Tan, an AI/ML engineer focused on LLM integration, model fine-tuning, and production deployment of intelligent systems. I build scalable AI-powered SaaS platforms with FastAPI, implement RAG architectures, and deploy models on cloud infrastructure. I bring strong MLOps discipline to ML lifecycle management and am AWS Certified AI Practitioner. In my work, I enjoy turning complex ML ideas into reliable software products that deliver real value for customers.

I have led end-to-end projects across AI automation, data services, and governance domains, from data pipelines and model training to CI/CD and compliance automation. I thrive in cross-functional teams and love designing pragmatic architectures that balance performance, reliability, and security for production systems.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
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Language

English
Fluent
German
Intermediate
Chinese
Intermediate
French
Intermediate

Work Experience

DevOps Engineer at Luxembourg National Data Service (LNDS)
August 1, 2025 - November 11, 2025
Standardized CI/CD pipelines using GitLab CI, Kaniko, and Keeper Secrets Manager across federated cloud environments; implemented infrastructure automation improving deployment consistency. Implemented automated monitoring and backup (KumaUP, Zabbix, Restic) leading to 40% faster incident response. Deployed KASM in federated environments (GCORE, EBRC, DEEP) under GDPR/DORA compliance.
Founder & Full-Stack Developer at ToValue (SaaS Platform)
June 1, 2025 - November 11, 2025
Built SME Valuation Platform using Next.js 15 + FastAPI microservices with AI-powered document processing. Developed AI-powered document processing pipeline with automated validation and confidence scoring. Created automated debugging pipeline (frontend bug report → LLM-powered ticket extraction → database storage → Linear integration → Slack notifications) and implemented automated testing framework for microservices achieving 85% code coverage with continuous testing in CI/CD.
Senior IT Auditor at KPMG Luxembourg
August 31, 2024 - August 31, 2024
Developed Python-based data processing pipelines for financial reconciliation; led IT audits for financial institutions under ISO 27001, GDPR, and DORA.
DevOps Engineer at Whale Cloud Technologies (Alibaba Group)
August 31, 2022 - August 31, 2022
Coordinated production support across distributed telecom systems; deployed E-SIM rollout for Drei Austria; architected monitoring solution with ELK stack and automated anomaly detection for real-time health metrics.
AI/ML Solutions Architect & Founder at Silicon Awakening
June 1, 2025 - November 27, 2025
Architected and deployed production LLM pipelines integrating vision API and mixed PyMuPDF for accurate document extraction for toValue SaaS; Fine-tuned Mistral-7B-Instruct using LoRA/PEFT; Engineered hybrid embeddings for model identifiers for JobMatchAnalyzer; Orchestrated N8N pipeline with LangGraph-wrapped tool calling for content marketing agent.
DevOps Engineer at Luxembourg National Data Service (LNDS)
August 1, 2025 - November 27, 2025
Standardized CI/CD pipelines (GitLab CI, Kaniko, Keeper Secrets Manager). Contributed to FAIR data exchange infrastructure across Luxembourg clinic institutions. Deployed KASM in federated environments (GCORE, EBRC, DEEP) under GDPR/DORA compliance. Contributed to Health Data Access Body (HDAB) and Vocabulary Server MVP for FAIR data exchange.
DevOps Engineer
August 31, 2022 - August 31, 2022
Supported distributed telecom systems (ERP, OCS, rate control). Deployed E-SIM rollout for 'Drei Austria' using Kubernetes, OpenLDAP, and ELK-based monitoring. Architected monitoring solution using Elasticsearch, Logstash, and Kibana (ELK) with custom dashboards for real-time system health metrics.
Senior IT Auditor at KPMG Luxembourg
August 1, 2024 - August 1, 2024
Developed Python-based reconciliation pipelines reducing fund processing time by 30%. Led IT audits and risk assessments under ISO 27001, GDPR, and DORA frameworks. Delivered technical roadmaps improving client governance and compliance automation.

Education

MBA in Blockchain & Big Data at HEC Liège Luxembourg (LHoFT)
February 1, 2025 - June 1, 2025
Master in Econometrics at University of Münster
January 1, 2016 - January 1, 2020
Bachelor in Business Administration at Henan University of Technology
January 1, 2010 - January 1, 2014
MBA Blockchain & Big Data at HEC Liège Luxembourg (LHoFT)
February 1, 2025 - June 1, 2025
Master in Econometrics at University of Münster
January 1, 2016 - January 1, 2020
Bachelor in Business Administration at Henan University of Technology
January 1, 2010 - January 1, 2014
MBA Blockchain & Big Data at HEC Liège Luxembourg (LHoFT)
February 1, 2025 - June 1, 2025
Master in Information System at University of Münster
January 1, 2016 - January 1, 2020
Bachelor in Business Administration at Henan University of Technology
January 1, 2010 - January 1, 2014
MBA at HEC Liège Luxembourg (LHoFT)
February 1, 2025 - June 1, 2025
Master in Information System at University of Münster
January 1, 2016 - January 1, 2020
Bachelor in Business Administration at Henan University of Technology
January 1, 2010 - January 1, 2014

Qualifications

AWS Certified AI Practitioner
January 1, 2024 - November 11, 2025
AWS Certified Cloud Practitioner
January 1, 2024 - November 11, 2025
Microsoft Azure Fundamentals (900)
January 1, 2024 - November 11, 2025
PCEP – Certified Python Programmer
January 11, 2030 - November 11, 2025
Elements of AI – University of Luxembourg
January 11, 2030 - November 11, 2025
AWS Certified AI Practitioner
January 1, 2024 - November 11, 2025
AWS Certified Cloud Practitioner
January 1, 2024 - November 11, 2025
Microsoft Azure Fundamentals (AZ-900)
January 1, 2024 - November 11, 2025
PCEP – Certified Python Programmer
January 11, 2030 - November 11, 2025
Elements of AI – University of Luxembourg
January 11, 2030 - November 11, 2025
AWS Certified AI Practitioner
January 11, 2030 - November 27, 2025
AWS Certified Cloud Practitioner
January 11, 2030 - November 27, 2025
Microsoft Azure Fundamentals (900)
January 11, 2030 - November 27, 2025
PCEP – Certified Python Programmer
January 11, 2030 - November 27, 2025
Elements of AI – University of Luxembourg
January 11, 2030 - November 27, 2025

Industry Experience

Software & Internet, Professional Services, Financial Services, Education, Government, Healthcare