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vzucher/README.md

๐Ÿ‘‹ Vรญtor Zucher

Senior Engineer ยท Product Builder ยท Cloud Architect

I'm a Senior Engineer currently working on AI systems, data pipelines, and cloud infrastructure. I specialize in building production-grade products that integrate LLMs, modern data stacks, and scalable GCP architectures. Passionate about shipping fast and solving complex problems with cutting-edge technologies.

Google Cloud Platform Specialist โ€ข AI/ML Engineer โ€ข Full-Stack Builder

LinkedIn Email GCP Certified



const vzucher = {
  role: "Senior Engineer & Product Builder",
  focus: ["AI/ML Systems", "Cloud Architecture", "Data Engineering", "Full-Stack Products"],
  
  cloudExpertise: {
    primary: "Google Cloud Platform",
    services: ["BigQuery", "Cloud Run", "Vertex AI", "Firestore", "Cloud Functions"],
    architecture: ["Serverless", "Microservices", "Event-Driven", "Data Pipelines"]
  },
  
  aiEngineering: {
    systems: ["LLM Applications", "RAG Pipelines", "Vector Databases", "ML Workflows"],
    frameworks: ["LangChain", "OpenAI", "Anthropic", "HuggingFace"],
    specialties: ["Prompt Engineering", "Agent Systems", "Embeddings", "Fine-tuning"]
  },
  
  dataStack: {
    engineering: ["BigQuery", "Dataflow", "ETL Pipelines", "Data Warehousing"],
    science: ["Python", "Pandas", "NumPy", "Scikit-learn"],
    databases: ["Firestore", "PostgreSQL", "Elasticsearch", "Redis"]
  },
  
  webDevelopment: {
    frontend: ["React", "Next.js", "TypeScript", "Tailwind CSS"],
    backend: ["Node.js", "Python", "FastAPI", "Express"],
    patterns: ["API Design", "Authentication", "Payment Integration", "Real-time Systems"]
  },
  
  approach: "End-to-end ownership from architecture to deployment" + 
            " โ€ข Ship fast, iterate faster โ€ข Production-first mindset"
};

๐Ÿ› ๏ธ Technology Arsenal

โ˜๏ธ Google Cloud Platform (GCP) Stack

Google Cloud BigQuery Cloud Run Cloud Functions Vertex AI Dataflow Pub/Sub Cloud Storage Firebase Firestore Cloud Composer Looker

๐Ÿ—„๏ธ Modern Data Stack & Data Engineering

Databricks Snowflake Apache Spark Apache Iceberg Delta Lake dbt Apache Airflow Astronomer Trino Apache Flink Apache Kafka Apache Beam Great Expectations Airbyte Fivetran

๐Ÿค– AI, Machine Learning & LLM Stack

Python OpenAI Anthropic LangChain LlamaIndex HuggingFace TensorFlow PyTorch Keras Scikit Learn XGBoost MLflow Weights & Biases Pinecone Chroma Weaviate

๐Ÿ“Š Data Science & Analytics

Pandas NumPy Polars Matplotlib Seaborn Plotly Jupyter Streamlit Tableau Power BI

๐ŸŒ Web Development & Full-Stack

TypeScript JavaScript React Next.js Vue.js Node.js Express FastAPI Flask Django Ruby on Rails Tailwind CSS Bootstrap Sass Webpack Vite

๐Ÿ—ƒ๏ธ Databases & Storage

PostgreSQL MySQL MongoDB Redis Cassandra Elasticsearch ClickHouse DynamoDB Supabase

๐Ÿณ DevOps, Infrastructure & Orchestration

Docker Kubernetes Terraform Helm GitHub Actions GitLab CI CircleCI Jenkins Ansible ArgoCD

๐Ÿ“ˆ Monitoring, Observability & Security

Datadog Grafana Prometheus New Relic Sentry Auth0 OAuth

๐Ÿ”ง Development Tools & Workflow

Git GitHub VS Code PyCharm Postman Jira Slack Notion

๐Ÿ’ณ Payment & Integration Services

Stripe Twilio SendGrid HubSpot n8n Zapier


๐Ÿš€ Featured Work

๐Ÿง  AI & Machine Learning Systems
  • RAG Document Intelligence Platform
    Built production RAG pipeline with Elasticsearch, vector embeddings, and GPT-4 for semantic document search
    LangChain OpenAI Elasticsearch Python FastAPI

  • LLM Agent Orchestration
    Developed autonomous agent systems for workflow automation with tool calling and memory management
    LangChain Function Calling Redis Streaming

  • Custom Knowledge Base GPT
    Domain-specific AI assistant with fine-tuned embeddings and retrieval-augmented generation
    OpenAI Pinecone Prompt Engineering Next.js

โ˜๏ธ Cloud Architecture & Data Engineering
  • Scalable Data Pipeline on GCP
    Designed and deployed serverless ETL pipeline processing millions of events daily
    BigQuery Cloud Functions Pub/Sub Dataflow Python

  • Real-Time Analytics Dashboard
    Built streaming analytics platform with BigQuery ML and real-time data visualization
    BigQuery Cloud Run WebSockets React D3.js

  • Multi-Region Serverless API
    High-availability microservices architecture with automatic scaling and monitoring
    Cloud Run Cloud CDN Firebase Terraform Monitoring

๐ŸŒ Full-Stack SaaS Products
  • Enterprise SaaS Platform
    Multi-tenant platform with role-based access, Stripe billing, and real-time collaboration
    Next.js Firebase Stripe TypeScript Tailwind

  • Growth Automation Engine
    Built automated outbound system integrating CRM, email, and analytics
    Node.js HubSpot API n8n PostgreSQL Redis

  • Payment Processing Integration
    Designed secure payment flows with subscriptions, webhooks, and billing management
    Stripe Webhooks React Node.js Security


๐Ÿ’ก Core Philosophy

๐ŸŽฏ Ship Fast, Iterate

Build MVPs quickly, validate with real users, and iterate based on dataโ€”not assumptions.

๐Ÿ—๏ธ Scalable by Design

Architect systems that can grow from prototype to production without major rewrites.

๐Ÿค– AI-First Thinking

Leverage LLMs and ML to solve problems that were impossible just months ago.


๐Ÿ“ˆ GitHub Activity

Activity Graph


๐Ÿค Let's Build Something Amazing

I'm always interested in challenging projects that push boundariesโ€”whether it's architecting cloud infrastructure, implementing cutting-edge AI systems, or building products that solve real problems.

Looking for:

  • Complex technical challenges in AI/ML, cloud architecture, or data engineering
  • Opportunities to build and ship innovative products
  • Collaborations with talented teams solving meaningful problems

๐Ÿ“ซ Get in Touch

LinkedIn Email

๐Ÿ’ฌ Open to: Consulting ยท Contract Work ยท Full-Time Opportunities ยท Technical Partnerships



โญ๏ธ Built with passion for great engineering | Last updated: 2025

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