About
About
ML Engineer / AI Specialist with a strong systems and cybersecurity background. I design data architectures, MLOps and secure deployments for AI products.
Principles
- Measure before scaling.
- Security and privacy by default.
- Automate and observe the full lifecycle.
Timeline
2024-2025
ML Engineer / AI Specialist
LLMs, RAG and evaluation pipelines in production.
2021-2023
Data & Systems
Data platforms, containers and hardening.
2018-2020
Cybersecurity
Secure architecture, incident response and compliance.
Skills
Skills
Technical stack focused on applied ML, reliability and security.
ML/LLMs/RAG
LLMsRAGEmbeddingsEvaluationPromptingVector search
Data Engineering
ETL/ELTStreamingData modelingWarehousesLakehouse
MLOps/Observability
CI/CDModel registryMonitoringFeature storesA/B testing
Systems/Docker/Linux
LinuxDockerKubernetesNetworkingInfra as Code
Security/Hardening
Threat modelingHardeningSecretsIAMCompliance