Igor Pticins
I am an AI Integration Engineer specializing in building GenAI microservices, RAG pipelines, and vector search behind robust REST APIs.
About
I am an AI Integration Engineer specializing in building GenAI microservices, RAG pipelines, and vector search behind robust REST APIs. I have designed prompt templates and evaluation loops, containerized services, and deployed them to Kubernetes with Helm and CI/CD, significantly reducing release steps and ensuring strong Azure to OCI delivery with Terraform and secure secrets. I’m comfortable working across Python and .NET technologies and SQL/NoSQL stores, with a focus on reliability and user experience through caching, async jobs, and error handling.
My experience spans backend development with Flask and React integration, efficient microservice deployment, and infrastructure as code using Terraform. I’ve worked extensively with Azure DevOps pipelines, Kubernetes autoscaling, and multi-cloud setups, collaborating closely with QA, UX, and business teams to ship production features on sprint cadence. Recently, I added MCP capabilities to expose tools and data to LLMs in a governed way, continually focusing on scalable, secure, and performant AI-powered software solutions.
- 2 years' experience
- Joined August 2025
Industry experience
- Software & Internet
- Financial Services
Work experience
Built AI microservices such as Dockerized Whisper (STT), Pyannote (diarization), and RAG APIs with standardized and version-controlled prompt templates and guardrails. Developed Flask-based backend services integrated with React UI. Containerized services for consistent environments and managed deployments across staging and production. Focused on reliability and user experience with caching, async jobs, and error handling.
Developed and delivered web features across .NET/C# REST APIs, React frontends, and SQL Server databases. Collaborated in Azure DevOps CI/CD pipelines handling builds, releases, work items, and PR policies. Wrote performant SQL queries and stored procedures along with API endpoints. Worked closely with QA, UX, and business teams to ship features on sprint cadence.
Worked on backend development using Python and related technologies. Supported cloud infrastructure provisioning and continuous integration setups.
Education
Hire Igor Pticins today
Post a job and invite Igor, or contact them directly. No hidden commission.