Agentic AI & LLMOps
Multi-agent orchestration with LangGraph and LangChain, advanced RAG and hybrid retrieval, LiteLLM routing and fallback, plus the Langfuse/OpenTelemetry tracing that makes those systems debuggable in production.
About / 01
About
I build agentic AI systems, retrieval pipelines and the MLOps infrastructure that keeps them running in production — routing, evaluation, observability and deployment, not just the model call. Before this, I ran a physical therapy practice for four years, which is part of why I care as much about what happens after a system technically works as I do about getting it to work in the first place.
Expertise areas
Applied ML
Time series and survival analysis, forecasting, recommendation and clustering systems, sentiment analysis — built with TensorFlow, PyTorch and Scikit-learn, comparing model families rather than stopping at the first one that fits.
MLOps & Cloud Infrastructure
Docker, Kubernetes, GKE and Terraform for production deployment; MLflow, Prometheus and Grafana for experiment tracking and monitoring; CI/CD with Jenkins and GitHub Actions.
Data Engineering & APIs
FastAPI services, Pydantic-typed contracts and the ETL and feature-engineering pipelines that feed models — the plumbing that decides whether a project is maintainable six months later.
Experience
DOWNLOAD RESUME →2026 — Present
AI/ML Engineer
Kairu
Design and build multi-agent systems and end-to-end LLM applications for client use cases and run the LLMOps pipelines that keep them reliable once they're in production.
Project-based
2024 — Present
Independent AI/ML Engineer
Upwork
Freelance engagements building RAG pipelines, LLM gateway and fallback routing, and evaluation workflows — plus the Kubernetes-based deployment and observability infrastructure clients need to run them reliably.
Freelance
2024 — 2025
Data Science Mentor Assistant
Miuul
Supported data science and machine learning bootcamps — mentoring learners on MLOps fundamentals, production ML workflows, project reviews and model evaluation.
Mentorship
Summer 2024
Machine Learning Mentor Assistant
Turkishe Network
Mentored women entering machine learning and data science careers, guiding participants through project planning and technical development.
Mentorship
2021 — 2025
Physical Therapist, Owner
Zenfiz Clinic
Ran an independent healthcare practice, applying analytical and patient-centered approaches to clinical process optimization — the background that now shapes how I build healthcare and biomedical ML systems.
Healthcare
Education & certifications
Education
-
Data Analysis & AI Specialization
-
Data Scientist & Machine Learning Bootcamp
-
B.Sc., Physiotherapy and Rehabilitation
Certifications
- Generative AI & Prompt Engineer — Miuul
- MLOps VideoCamp — VBO
- Deep Learning Specialization — DeepLearning.AI
- Complete Docker Course — Udemy
- Data Science Specialization — IBM