https://github.com/anderson-ufrj/anderson-ufrj

https://github.com/anderson-ufrj/anderson-ufrj

Science Score: 26.0%

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    Low similarity (7.8%) to scientific vocabulary
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Repository

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  • Host: GitHub
  • Owner: anderson-ufrj
  • Default Branch: main
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Created 11 months ago · Last pushed 11 months ago
Metadata Files
Readme

README.md

# Hi, I'm Anderson Henrique **AI Systems Engineer | LLMs, RAG & MLOps** *Building intelligent systems that solve real-world problems* [![LinkedIn](https://img.shields.io/badge/-LinkedIn-0A66C2?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/anderson-h-silva95/) [![GitHub](https://img.shields.io/badge/-GitHub-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/anderson-ufrj) [![HuggingFace](https://img.shields.io/badge/-HuggingFace-FFAE00?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/neural-thinker) [![Email](https://img.shields.io/badge/-Email-D14836?style=for-the-badge&logo=gmail&logoColor=white)](mailto:andersonhs27@gmail.com)

🎯 Professional Overview

3+ years building production Python systems with 2+ years specializing in AI/ML infrastructure. Computer Science background with proven expertise in multi-agent systems, API optimization, and scalable ML deployments.

📍 Location: Minas Gerais, Brazil • 🌍 Remote: Available worldwide • 🗣️ Languages: PT (Native), EN (Fluent), ES (Advanced), 中文 (Basic)


💼 Core Technical Expertise

### 🐍 **Backend Development** - **FastAPI** • **Django** async/await - **PostgreSQL** optimization & indexing - **Redis** caching strategies - **JWT** authentication & security - **Docker** multi-stage builds ### 🧠 **AI/ML Integration** - **LangChain** orchestration pipelines - **RAG** systems & vector search - **ChromaDB** • **FAISS** semantic search - **HuggingFace** Transformers deployment - **Anomaly detection** (Isolation Forest, DBSCAN) ### ☁️ **Infrastructure & MLOps** - **Kubernetes** container orchestration - **Prometheus/Grafana** monitoring - **GitHub Actions** CI/CD pipelines - **AWS** services & **HuggingFace Spaces** - **OpenTelemetry** distributed tracing

🤖 Featured Project: Cidadão.AI

Multi-agent system for Brazilian government transparency analysis

🎓 **Computer Science Thesis Project** 🎓 *Currently being developed under supervision of* **Ph.D. Aracele Garcia de Oliveira Fassbinder** *IFSULDEMINAS - Instituto Federal do Sul de Minas Gerais*
### 🏗️ **System Architecture** ```python # High-performance async agent orchestration async def orchestrate_agents(task: AnalysisTask) -> Result: async with asyncio.TaskGroup() as tg: anomaly_task = tg.create_task(zumbi_agent.detect(task.data)) analysis_task = tg.create_task(anita_agent.analyze(task.contracts)) return await self.synthesize([anomaly_task.result(), analysis_task.result()]) ```

🛠️ Technical Stack

FastAPI 0.109+LangChain 0.1+PostgreSQL 16Redis 7ChromaDBDockerKubernetes

📈 Production Metrics

  • 🤖 17 specialized agents processing government transparency data
  • <500ms p95 response time with FastAPI backend
  • 🔍 Vector search across 1M+ document embeddings
  • 🔒 JWT auth + rate limiting + comprehensive audit logging
  • 📊 Real-time monitoring with Prometheus + Grafana stack

🌐 Live Ecosystem

[![API Docs](https://img.shields.io/badge/API-Documentation-009688?style=for-the-badge&logo=fastapi&logoColor=white)](https://neural-thinker-cidadao-ai-backend.hf.space/docs) [![Source Code](https://img.shields.io/badge/Source-Code-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/anderson-ufrj/cidadao.ai-backend) [![Tech Docs](https://img.shields.io/badge/Technical-Documentation-FF4785?style=for-the-badge&logo=readthedocs&logoColor=white)](https://anderson-ufrj.github.io/cidadao.ai-backend/docs/intro) [![HF Space](https://img.shields.io/badge/HuggingFace-Space-FFAE00?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/spaces/neural-thinker/cidadao.ai-backend) [![Documentation](https://img.shields.io/badge/Project-Hub-4285F4?style=for-the-badge&logo=googlechrome&logoColor=white)](https://anderson-ufrj.github.io/cidadao.ai-docs/)

🧠 Engineering Philosophy

Bachelor's in Philosophy + Computer Science (in progress) shapes how I build systems:

Code as Applied Ethics: When handling public data, every design decision has moral weight. Privacy and transparency aren't features - they're foundations.

Dialectical Development: Thesis (requirement) → Antithesis (constraints) → Synthesis (elegant solution). Every sprint is a philosophical dialogue with the problem.

Epistemology in Practice: Code is crystallized knowledge. Good documentation isn't just helpful - it's how we share understanding across time and teams.

First Principles Thinking: Before optimizing, understand why something exists. The best performance improvement is often eliminating unnecessary complexity.


🚀 Project Ecosystem

🤖 Cidadão.AI Backend

Multi-agent system with 17 specialized AI agents, FastAPI async architecture, comprehensive monitoring

Impact: Processing 50k+ documents daily with 99.7% uptime

📱 Frontend Dashboard

Next.js 15 + TypeScript interface with real-time WebSocket connections, internationalization

Features: Real-time data sync, responsive design, dark/light themes

📚 Documentation Hub

Professional technical documentation with interactive agent showcase

Quality: ARIA accessibility, mobile-first design, bilingual support


🛠 Technical Environment

### **Languages & Core** ![Python](https://img.shields.io/badge/-Python_3.11+-3776AB?style=flat-square&logo=python&logoColor=white) ![JavaScript](https://img.shields.io/badge/-JavaScript-F7DF1E?style=flat-square&logo=javascript&logoColor=black) ![TypeScript](https://img.shields.io/badge/-TypeScript-3178C6?style=flat-square&logo=typescript&logoColor=white) ![SQL](https://img.shields.io/badge/-SQL-336791?style=flat-square&logo=postgresql&logoColor=white) ![Bash](https://img.shields.io/badge/-Bash-4EAA25?style=flat-square&logo=gnubash&logoColor=white) ### **Frameworks & Libraries** ![FastAPI](https://img.shields.io/badge/-FastAPI-009688?style=flat-square&logo=fastapi&logoColor=white) ![LangChain](https://img.shields.io/badge/-LangChain-2D3748?style=flat-square&logo=chainlink&logoColor=white) ![Next.js](https://img.shields.io/badge/-Next.js_15-000000?style=flat-square&logo=nextdotjs&logoColor=white) ![React](https://img.shields.io/badge/-React_19-61DAFB?style=flat-square&logo=react&logoColor=black) ![Django](https://img.shields.io/badge/-Django-092E20?style=flat-square&logo=django&logoColor=white) ### **Data & AI/ML** ![PostgreSQL](https://img.shields.io/badge/-PostgreSQL_16-336791?style=flat-square&logo=postgresql&logoColor=white) ![Redis](https://img.shields.io/badge/-Redis_7-DC382D?style=flat-square&logo=redis&logoColor=white) ![ChromaDB](https://img.shields.io/badge/-ChromaDB-FF6B6B?style=flat-square&logo=database&logoColor=white) ![FAISS](https://img.shields.io/badge/-FAISS-00599C?style=flat-square&logo=meta&logoColor=white) ![HuggingFace](https://img.shields.io/badge/-HuggingFace-FFAE00?style=flat-square&logo=huggingface&logoColor=black) ![BERT](https://img.shields.io/badge/-BERT-FF6F00?style=flat-square&logo=tensorflow&logoColor=white) ![BERTimbau](https://img.shields.io/badge/-BERTimbau-009639?style=flat-square&logo=brazil&logoColor=white) ![OpenAI](https://img.shields.io/badge/-OpenAI-412991?style=flat-square&logo=openai&logoColor=white) ### **Infrastructure & DevOps** ![Docker](https://img.shields.io/badge/-Docker-2496ED?style=flat-square&logo=docker&logoColor=white) ![Kubernetes](https://img.shields.io/badge/-Kubernetes-326CE5?style=flat-square&logo=kubernetes&logoColor=white) ![AWS](https://img.shields.io/badge/-AWS-232F3E?style=flat-square&logo=amazonaws&logoColor=white) ![GitHub Actions](https://img.shields.io/badge/-GitHub_Actions-2088FF?style=flat-square&logo=githubactions&logoColor=white) ![Prometheus](https://img.shields.io/badge/-Prometheus-E6522C?style=flat-square&logo=prometheus&logoColor=white) ![Grafana](https://img.shields.io/badge/-Grafana-F46800?style=flat-square&logo=grafana&logoColor=white)

🔥 Current Focus

Building cost-effective LLM inference pipelines and expanding multi-agent coordination capabilities.

🎯 Open to opportunities in: AI Infrastructure • Backend Systems • MLOps Engineering • Technical Leadership


📬 Let's Connect

**🟢 Status**: Available for new opportunities **⏰ Response Time**: Usually within 24h **🌍 Timezone**: UTC-3 (Brazil) [![LinkedIn](https://img.shields.io/badge/Professional-Network-0A66C2?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/anderson-h-silva95/) [![GitHub](https://img.shields.io/badge/Code-Portfolio-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/anderson-ufrj) [![HuggingFace](https://img.shields.io/badge/Live-Demos-FFAE00?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/neural-thinker) [![Email](https://img.shields.io/badge/Direct-Contact-D14836?style=for-the-badge&logo=gmail&logoColor=white)](mailto:andersonhs27@gmail.com) --- *"Building intelligent systems that bridge the gap between complex AI and practical solutions"* 🇧🇷 **Minas Gerais, Brazil** • 🌍 **Available for remote collaboration worldwide**

Owner

  • Name: Anderson Henrique Da Silva
  • Login: anderson-ufrj
  • Kind: user
  • Location: Brasil
  • Company: Ruvixx, Inc

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