Irina T.

Hi! I’m a Lead AI Solution Architect & MLOps Infrastructure specialist with 10+ years of experience. I specialize in designing high-level technical architecture, orchestrating multi-agent systems, and deploying enterprise-grade cloud environments (AWS/GCP). I bridge the gap between complex business logic and state-of-the-art AI. As an architect, my role is to design the entire blueprint of your system - selecting the right LLMs, building secure data flows, and structuring reliable cloud infrastructure - while steering the technical delivery team toward a production-ready launch. 🚀 ARCHITECTURAL & INFRASTRUCTURE FOCUS: • System Design & Blueprints: Designing robust, scalable architectures for high-load web/mobile AI platforms and multi-agent workflows (LangGraph, CrewAI). • Enterprise AI & GraphRAG: Planning data pipelines, vector storage (Pinecone, Qdrant), and secure retrieval layers that eliminate hallucinations. • DevOps & Cloud Migration: Hands-on expertise in AWS Cloud9, AWS Server Migration, automated Docker/Kubernetes deployment, and overall infrastructure setup. • MLOps & Cost Governance: Establishing LLM guardrails, performance monitoring (LangSmith), and semantic caching to cut API infrastructure costs by up to 50%. 🛠 CORE TECH STACK (Architectural Oversight): • AI Ecosystem: OpenAI (GPT-4o/o1/o3), Claude 3.5/4, Gemini, LangGraph, LlamaIndex. • Vector Databases: Qdrant, Pinecone, Weaviate, pgvector. • Backend & Cloud Infra: Python (FastAPI, Django), Node.js, AWS (EC2, S3, Lambda, Cloud9, RDS). • DevOps / MLOps: Docker, Kubernetes, AWS Cloud Migration, LangSmith, CI/CD pipelines. 💼 SYSTEM SOLUTIONS I DESIGN: • Autonomous Digital Workers: Orchestrating multi-agent environments to automate end-to-end corporate workflows, ticketing, and CRM systems. • Secure Enterprise Knowledge Bases: Compliant, GDPR/HIPAA-ready RAG infrastructures connected directly to internal enterprise data lakes. • Scalable AI SaaS Architectures: Event-driven microservices designed to scale and support thousands of concurrent users seamlessly. • Legacy to Cloud Migration: Moving outdated systems or early-stage AI prototypes to secure, highly optimized AWS setups with zero downtime. Whether you need a high-level Technical Architect to design your roadmap, an MLOps specialist to restructure your models, or an Infrastructure Lead to audit your AWS environment - let’s connect and map out a bulletproof strategy for your product! AI Solution Architect | Technical Architect | MLOps Engineer | DevOps Engineering | AWS Cloud9 | AWS Server Migration | Cloud Migration | System Design | Technical Roadmap | Infrastructure Architect | Agentic AI | Multi-Agent Orchestration | LangGraph Expert | CrewAI | GraphRAG | Advanced RAG | LLM Engineer | OpenAI Developer | Claude 4 | Autonomous Agents | Digital Workers | AI Guardrails | LangSmith | AI Cost Optimization | Semantic Caching | Vector Databases | Pinecone | Qdrant | Python AI | FastAPI Backend | Next.js AI | TypeScript | Full-Stack AI | AI SaaS Platform | Microservices | Serverless | Docker | Kubernetes | AWS AI | GCP | PostgreSQL | Data Pipelines | ETL Pipelines | API Integrations | Intelligent Automation | Document AI | PDF Parsing