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matiask400/README.md

Hi, I'm Matías Koroch 👋

Artificial Intelligence and Information Systems Engineering student at UTN FRC, researching reliable code generation and building reproducible evaluation pipelines for language models.

Highlights

  • Authored and presented three technical papers at CONAIISI, including two as first author.
  • Represented UTN Córdoba at the ICPC South America South Finals 2025.
  • Contributed to the official Spanish Python documentation through python-docs-es.

Current Research

  • UTN-LIS — Investigating uncertainty-based failure detection for code-generation models using HumanEval and MBPP.
  • Building checkpointed multi-GPU evaluation pipelines with automated recovery, artifact persistence, and statistical aggregation.

Featured Work

  • Distributed Multimodal Retrieval System — 1st place in the UTN AI Course Competition. Built a multi-GPU image retrieval pipeline using PyTorch, OpenCLIP, FAISS, and CUDA/AMP.

  • McDuck ICPC Handbook — Spanish competitive programming team handbook featuring algorithms, data structures, complexity analysis, and tested C++17 implementations.

  • LAMBDA CubeSat Software — Contributed to an early-stage CubeSat software prototype featuring simulated telemetry, real-time sensor visualization, statistical analysis, CSV export, and 3D flight orientation using JavaScript, Chart.js, Three.js, and Python.

  • LAMBDA Mission Control Hub — Contributed to a responsive mission interface built with Next.js, TypeScript, Tailwind CSS, and shadcn/ui.

  • Vehicle Agency — Backend system featuring geolocation, test-drive management, safety rules, and notifications.

Core Stack

Python · C++ · PyTorch · Hugging Face Transformers · FAISS · CUDA/AMP · FastAPI · Linux · Docker · Git

📍 Córdoba, Argentina · LinkedIn · ResearchGate

Pinned Loading

  1. mcduck-handbook mcduck-handbook Public

    A Spanish competitive programming handbook with algorithms, data structures, and tested C++ snippets.

    TeX 1

  2. supermercado-simulacion supermercado-simulacion Public

    Event-driven backend simulation in Python modeling a dual-queue supermarket system. Developed for a university Simulation course; implements stochastic arrivals and services, deterministic service-…

    Python 1

  3. python/python-docs-es python/python-docs-es Public

    Spanish translation of the Python documentation.

    Python 373 414

  4. Emanuel-UTN/Creatividad Emanuel-UTN/Creatividad Public

    C# 1

  5. Team-COREX/Software Team-COREX/Software Public

    🛰️ Interactive CubeSat Dashboard with 3D Flight Visualization Offline

    JavaScript

  6. UTN-LIS/ghost_prompt UTN-LIS/ghost_prompt Public

    Repositorio de investigación sobre branching adaptativo durante la generación de código. Estudia si reemplazar una decisión greedy top-1 por el token top-2, en posiciones seleccionadas sin consulta…

    Jupyter Notebook