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gugamainchein/README.md

👋 Gustavo Mainchein

🚀 AI Engineer | Cloud Architect | Product Builder

Welcome to my GitHub 👋

I’m Gustavo Mainchein, a hands-on technology leader focused on Artificial Intelligence, Cloud-Native Architectures, and Scalable AI-Driven Products.

🧠 What I Build & Explore

  • 🤖 Generative AI & LLM Systems
    RAG pipelines, autonomous agents, prompt engineering and agentic AI applications

  • ☁️ Cloud & Serverless Architectures
    AWS, GCP, event-driven and highly scalable systems

  • 🧩 AI Agents & Automation
    LangChain, Strands Agents, Agent Core, multi-agent orchestration

  • 🎙️ Voice AI & Real-Time Systems
    Amazon Transcribe, Polly, streaming audio, conversational interfaces

  • 🏗️ Production-Ready SaaS Platforms
    Multi-tenant, secure, observable, and designed for scale

  • 📐 Clean Code, DDD & Software Craftsmanship
    Python, TypeScript, Node.js — readable, testable, maintainable systems

🛠️ Tech Stack

💻 Languages

Python • TypeScript • JavaScript • Java • .NET Core • SQL

☁️ Cloud & AI

  • AWS & GCP
  • Amazon Bedrock, Claude, Gemini
  • Vector Databases & RAG architectures

🎨 Frontend

React • Vite • Angular • HTML • CSS • Vanilla JS

🧩 Architecture Patterns

Serverless • Event-Driven • Microservices
RAG • Streaming APIs • Real-Time Systems

🌍 Current Focus

  • Building AI-first products for education, finance, and enterprise
  • Designing autonomous AI agents that reason, decide, and act
  • Creating human-like voice interfaces for natural interaction
  • Scaling platforms with security, governance, and performance as first-class concerns

📊 GitHub Stats

🤝 Let’s Connect

I enjoy exchanging ideas, collaborating on ambitious projects, and building technology that actually matters.

💬 Reach Me

LinkedIn

⭐ If something here inspires you, feel free to fork, star, or reach out.
Let’s build the future — intelligently. 🚀

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  1. bedrock-multi-agent-orchestration bedrock-multi-agent-orchestration Public

    A simplified framework for building and deploying sophisticated multi-agent AI systems using AWS Bedrock. This project enables seamless orchestration between specialized AI agents through AWS Bedro…

    Python

  2. ai-voice-assistance ai-voice-assistance Public

    AI Voice Assistance is an interactive voice-based app that helps users improve their English by providing real-time feedback on pronunciation, vocabulary, and grammar using advanced AI technology.

    Python 1

  3. llms-ocr-comparation llms-ocr-comparation Public

    This project demonstrates how to extract and compare text from PDF documents using two powerful image-capable Large Language Models (LLMs) available through Amazon Bedrock.

    Jupyter Notebook

  4. github-ia-code-validation github-ia-code-validation Public

    This project is a Serverless application that leverages generative AI to analyze developers' code, providing improvement suggestions based on Domain-Driven Design (DDD) and Clean Code principles.

    Python 3