10/21/2026 updated

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Senior Full-Stack & AI Engineer | LangChain, AutoGen, CrewAI | Multi-Agent Systems

Chorzow, Poland
Only remote
University of Warsaw - Bachelor of Computer Science
Chorzow, Poland
Only remote
University of Warsaw - Bachelor of Computer Science

Profile attachments

Rayan Nieves.pdf

About me

I’m a Full Stack AI Engineer passionate about building autonomous agents. With 10+ years of experience, Over the past few years, I’ve worked creating everything from research & data-gathering bots to trading systems, customer support agents, and IVR voice assistants.

Tailwind CSSLangChainJavaScriptPHPApplication Programming Interfaces (APIs)Artificial IntelligenceApache AirflowDevOpsDjangoPython (Programming Language)Machine LearningNode.jsTensorFlowNext.jsTypeScriptPyTorchReact.jsFlaskLarge Language ModelsExpress.jsMulti-Agent SystemsGenerative AIVue.jsBackendFastAPIFull Stack DevelopmentGraphQLFront End Software DevelopmentRestful ApiArtificial Intelligence Markup Language (AIML)
AI & Machine Learning
Expertise in building production-grade AI systems including RAG pipelines, multi-agent orchestration layers, and LLM integrations using frameworks such as LangChain, AutoGen, CrewAI, and OpenAI API. Experience fine-tuning PyTorch-based transformer models for NLP tasks and deploying them as scalable TensorFlow Serving endpoints.

Python Backend Development
Strong background in designing and developing robust server-side architectures using Python, Django, FastAPI, and Node.js. Proven track record of building asynchronous services, RESTful APIs, and data ingestion pipelines handling hundreds of thousands of daily records.

Databases & Storage
Hands-on experience with relational and NoSQL databases including PostgreSQL, MySQL, MongoDB, Redis, Firebase, Supabase, and DynamoDB. Skilled in designing schemas with vector extensions such as pgvector for hybrid semantic-keyword search at scale.

Frontend Technologies
Proficiency in building responsive and modern user interfaces using React, Vue.js, Next.js, Angular, TypeScript, JavaScript, and Tailwind CSS.

MLOps & DevOps
Implementation of comprehensive MLOps practices including experiment tracking with MLflow, model versioning with DVC, and blue-green deployment strategies using Kubernetes on AWS EKS.

Multi-Agent Orchestration
Design and deployment of autonomous agentic workflows using LangChain and CrewAI that perform multi-step research tasks such as web searches, document summarization, and structured report generation with minimal human intervention.

API Integration & Legacy Systems
Integration of third-party APIs and internal legacy systems via Django REST Framework, including Airtable webhooks and Apache Airflow orchestration for structured data pipelines.

Web Scraping & Data Engineering
Development of Scrapy-based web scrapers for aggregating competitive intelligence and feeding structured data into central data warehouses via orchestration tools.

Experience

Professional experience5 - 10 years
Freelancer since2017

Languages

EnglishFluentPolishNative speaker

Project history

AI Full-Stack Developer

Cascade Interactive LLC
Architected end-to-end AI applications combining production-grade React dashboards with Node.js middleware and Python-based reasoning engines for financial compliance automation. Built multi-agent orchestration layers coordinating specialized LLM instances for document classification, anomaly detection, and regulatory text generation. Integrated third-party APIs and legacy systems via Django REST Framework with Airtable webhooks. Implemented MLOps practices including experiment tracking with MLflow, model versioning with DVC, and blue-green deployments on AWS EKS.

Python AI Developer

Meridian Analytics Group
Spearheaded development of custom RAG pipelines connecting enterprise-grade LLMs to internal policy documents and customer support histories, cutting resolution time for tier-2 support tickets by nearly 60%. Built autonomous agentic workflows using LangChain and CrewAI. Fine-tuned PyTorch-based transformer models for NER and sentiment classification deployed as TensorFlow Serving endpoints behind FastAPI gateways. Designed PostgreSQL schemas with pgvector for hybrid semantic-keyword search over 2+ million records achieving 94% retrieval accuracy.

Python Backend Developer

OMNI Technologies
Designed and scaled data ingestion pipelines processing over 500,000 daily records from IoT sensors across commercial refrigeration units nationwide. Built asynchronous FastAPI services handling real-time telemetry data with PostgreSQL and Redis. Engineered Scrapy-based web scrapers aggregating competitive pricing intelligence, feeding structured JSON into a central data warehouse via Apache Airflow orchestration.

Full Stack Web Developer

Assort Tech
Built and maintained custom web applications for small-to-medium healthcare providers, focusing on HIPAA-compliant patient portals and internal scheduling dashboards. Developed RESTful APIs using Flask and Django REST Framework with responsive React frontends improving user engagement by over 40%. Managed MySQL database migrations and optimized complex JOIN queries reducing page load times from 3.2 seconds to under 800 milliseconds. Maintained and refactored legacy PHP billing modules into modern Python services.

Certificates

Web Development with Python Certification

Google

2025

AI Agent Developer | Certified

Anthropic

2025

AI Engineer Professional Specialization

Coursera

2022


Portfolio


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