COUTO PINTOS MANUEL

@manuelcoutopintos

Universidade de Santiago de Compostela En ITH desde 6/8/2026

rustsveltepytorchnlpsupabasepostgresscloudflare

Manuel Couto Pintos

Software Engineer & AI/NLP Researcher

AI PhD Candidate at CiTIUS (USC), specializing in Natural Language Processing. I merge my research background with full-stack software development, from robust backend systems to interactive web interfaces.

🛠️ Tech Stack & Tools

🚀 Featured Projects

🦜 CHATTY A Tool for Building and Evaluating Customizable LLM Assistants. _{Next.js ⋅ TypeScript ⋅ Vercel} Visit Website →	🔗 LabChain A framework for building, experimenting with, and evaluating LLM chains (agents) in a systematic and reproducible way. _{Python ⋅ LangChain ⋅ Modular ⋅ ML} Visit Website →
🧠 Topic Coherence Study Research on the effectiveness of different embedding models (Word2Vec, GloVe, BERT) for measuring semantic coherence in Topic Modeling. _{Python ⋅ Gensim ⋅ PyTorch ⋅ spaCy}	🧠 Temporal Embeddings Early detection of mental health risks using temporal dynamics of word embeddings on social media. Published in JHIR (Q1). _{Python ⋅ Gensim ⋅ PyTorch ⋅ BERT} Read Paper →
🧠 Hierarchical Attention Pooling Hierarchical model for early mental health detection. Builds chunk-level temporal representations via multi-level attention. _{Python ⋅ PyTorch ⋅ Attention ⋅ LSTM} Repository private for now	🔬 New Research in Progress Currently finalizing new projects on applied AI, autonomous agents, and P2P systems. Stay tuned! _{AI ⋅ LLMs ⋅ Rust ⋅ P2P}

📝 Recent Publications

Temporal Word Embeddings for Early Detection of Psychological Disorders on Social Media: Published in Journal of Healthcare Informatics Research (Q1 JCR). Read Paper
Comparison of Clustering Algorithms for Knowledge Discovery in Social Media Publications: A Case Study of Mental Health Analysis: Presented at SEPLN 2024. Read Paper

Repos de GitHub

The5Cats-a-bevy-adventura 0

This repository contains a 2D platformer game developed with the Bevy 0.16 game engine, showcasing gameplay mechanics and systems built using Rust.

A-Study-of-Word-Embedding-Models-for-Measuring-Topic-Coherence 0

This repository provides code for evaluating topic coherence using word embeddings. It compares models like Word2Vec, FastText, GloVe, BERT, RoBERTa, ALBERT, and MPNET, showing that embedding-based metrics can outperform traditional methods in assessing the quality of topic model outputs.

neural-architectures-guide 0

Guia profunda sobre arquitecturas neuronales para LLMs de nueva generacion

chronos-vector 0

Jupyter Notebook

A framework for building, experimenting with, and evaluating LLM chains (agents) in a systematic and reproducible way.

Topic-Quality-Assessment-Tool 0

The **Topic Quality Assessment Tool** is a web-based platform designed for the systematic human evaluation of topic models. [cite_start]It was developed to provide a more reliable assessment of topic coherence than automatic metrics, particularly for noisy datasets like social.

Proxectos

Bored.

Red social P2P, donde los usuarios son dueños de sus datos y tienen control absoluto sobre cómo se usan.

bored-dot.net

Colaboracións

Aínda sen colaboracións rexistradas.