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AlexPT2k22/README.md

Hey, I'm Alex 👋

Software Engineer | AI, Machine Learning & Full-Stack | Looking for remote/hybrid roles

Building production-grade intelligent systems — from local LLM pipelines (RAG) to end-to-end web & mobile applications.


🚀 What I'm Building

Hybrid RAG+SQL Chatbot @ Geodouro (Internship) Sanitezed Repo Version

An LLM-powered chatbot for SIGP, an agricultural management platform. Full ownership from architecture to deployment.

  • Stack: Python · FastAPI · LangChain · LangGraph · ChromaDB · Ollama · PostgreSQL
  • Built a production RAG + SQL Agent chatbot using a deterministic pipeline with ReAct agent fallback, BM25+MMR hybrid retrieval, dynamic few-shot prompting, and schema pruning over 3 PostgreSQL databases
  • Improved SQL accuracy from 13% → 77% on a 30-question domain golden set (LLM-as-Judge) using a 7B local model, outperforming a 14B reference model at 10–30× lower latency
  • Achieved 5.2s median response time with no external API dependencies; system maintains stable performance under sustained 5-user concurrent load
  • Designed and deployed PostgreSQL materialized views eliminating query timeouts on aggregation-heavy analytical questions

AI Smart Parking System → Repo

Intelligent parking management with computer vision and IoT hardware integration.

  • Stack: Python · PyTorch · FastAPI · PostgreSQL · React · React Native · ESP32
  • CV: Custom-trained CNN (ResNet) for real-time spot occupancy detection
  • ALPR: Fast-ALPR for automatic license plate recognition at entry/exit gates
  • IoT: ESP32 cameras integrated for gate automation, WebSocket real-time updates

Mockly — AI Interview Platform → Repo · Live

AI-powered mock interview platform for companies, combining voice synthesis with dynamic conversational logic.

  • Stack: TypeScript · Node.js · React · Supabase
  • Voice: ElevenLabs API for realistic interviewer voice synthesis
  • Features: Adaptive question flows, speech recognition (Whisper), candidate scoring, real-time feedback

Enterprise Training Platform → Repo

End-to-end platform (Web + Mobile + Backoffice) built for Softinsa, an IBM subsidiary.

  • Stack: React · Node.js · Express · PostgreSQL · Flutter · JWT
  • Features: Course management, quizzes, certificates, admin dashboards, file uploads
  • Feedback from Softinsa: "I would buy it right now."

🧠 Tech Stack

AI & ML · LangChain · RAG · ChromaDB · Ollama · PyTorch · OpenCV · Fast-ALPR · Whisper

Languages · Python · TypeScript · JavaScript · SQL · C/C++

Backend · FastAPI · Node.js · REST APIs · JWT

Frontend & Mobile · React · Flutter · HTML/CSS

Data · PostgreSQL · Supabase · MongoDB

Tools · Docker · Git · Postman · Figma


🌍 About Me

  • 📍 Germany
  • 🎓 Computer Engineering Graduate @ ESTGV/IPV
  • 💼 Open to full-time remote roles
  • 🇩🇪 Learning German (A1)

📧 [email protected] 🔗 alexandrefernandes.dev · LinkedIn

Pinned Loading

  1. llm-rag-sql-chatbot llm-rag-sql-chatbot Public

    (Sanitized Version of Internship Project) Production-grade RAG + Text-to-SQL chatbot for agricultural data. Queries 3 PostgreSQL DBs (500+ tables) using Ollama qwen2.5:7b, ChromaDB, and LangChain. …

    Python

  2. PINT-SoftSkills PINT-SoftSkills Public

    College project for Softinsa (an IBM subsidiary), designed to support remote teams in training management and knowledge sharing.

    JavaScript

  3. LibraryManagementCpp LibraryManagementCpp Public

    Project for College (Managing a Library)

    C++

  4. FindMyRecipeV2 FindMyRecipeV2 Public

    TypeScript