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Mario Florencio S. AI, Cloud and General Development

My name is Mario Florencio S. and I have over 2 years of experience in the tech industry. I specialize in the following technologies: Python, Chatbot, Knowledge Graph, LangChain, Neo4j, etc.. I hold a degree in , Doctor of Philosophy (PhD), Master of Science (MS). Some of the notable projects I've worked on include: Chatbot Prototype: Nexus Residences, Nexus Mind: Knowledge Graph Engine & Retrieval Ingestion System, Bidirectional event-based communication Node.js, PDF Summarizer. I am based in San Carlos de Bariloche, Argentina. I've successfully completed 4 projects while developing at Softaims.

I employ a methodical and structured approach to solution development, prioritizing deep domain understanding before execution. I excel at systems analysis, creating precise technical specifications, and ensuring that the final solution perfectly maps to the complex business logic it is meant to serve.

My tenure at Softaims has reinforced the importance of careful planning and risk mitigation. I am skilled at breaking down massive, ambiguous problems into manageable, iterative development tasks, ensuring consistent progress and predictable delivery schedules.

I strive for clarity and simplicity in both my technical outputs and my communication. I believe that the most powerful solutions are often the simplest ones, and I am committed to finding those elegant answers for our clients.

Main technologies

  • AI, Cloud and General Development

    2 years

  • Python

    1 Year

  • Chatbot

    1 Year

  • Knowledge Graph

    1 Year

Additional skills

  • Python
  • Chatbot
  • Knowledge Graph
  • LangChain
  • Neo4j
  • AI Agent Development
  • Web Scraping
  • Artificial Intelligence
  • Wolfram Language
  • Physics
  • Scientific Research
  • Leaflet
  • ArcGIS
  • Google Cloud Platform
  • Django Stack

Direct hire

Potentially possible

Previous Company

Quantit

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Experience Highlights

Chatbot Prototype: Nexus Residences

A sophisticated Telegram-based real estate chatbot designed to assist potential residents with property information, scheduling visits, and managing appointments for NEXUS Residences. The chatbot uses

Nexus Mind: Knowledge Graph Engine & Retrieval Ingestion System

Nexus Mind is a comprehensive system designed to transform unstructured data into a rich, queryable knowledge graph. By leveraging advanced AI models and graph databases, it enables users to extract m

Bidirectional event-based communication Node.js

Bidirectional, event-based communication between the client and server. It works on top of WebSocket but provides additional features like automatic reconnection, broadcasting, and fallback options.

PDF Summarizer

In this project I implemented a RAG algorithm in order to create an app. This sumarizes the key arguments of an PDF. I used Langchain and Azure API.

Education

  • Universidad Nacional Mayor de San Marcos

    in

    2010-01-01-2014-01-01

  • Instituo Balseiro

    Doctor of Philosophy (PhD) in Physics

    2018-01-01-2024-01-01

  • Instutto Balseiro

    Master of Science (MS) in Physics

    2015-01-01-2016-01-01

Languages

  • English (Fluent)
  • Spanish (Native or Bilingual)