Frederico JB Santos · fsx.app

$ whoami

FREDERICO SANTOS

PhD Student · University of Trieste

Evolutionary Computation · Machine Learning · Genetic Programming

◆ phd-progress

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About/

├── I'm a second-year PhD student at the University of Trieste, working on evolutionary computation and genetic programming.

├── My research focuses on Geometric Semantic Genetic Programming (GSGP) and its applications to symbolic regression and machine learning. I'm particularly interested in the intersection of evolutionary algorithms and modern deep learning techniques.

└── Previously, I worked as a software engineer building web applications and automation tools. I bring that practical engineering mindset to my research work.

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Projects/

Evolutionary GP library for symbolic regression

Python #genetic-programming#evolution

Geometric Semantic GP arc visualization

Python #dash#visualization#gsgp

ML optimizer experiments with PyTorch + MNIST

Python #pytorch#deep-learning#optimization

sustainable-ai/

EU sustainability AI programs analysis

Python #dash#scraping#analysis

Magnetic switch simulation + Streamlit app

Python #simulation#streamlit#3d-printing

Property management app (Google Apps Script)

JavaScript #apps-script#automation

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Publications/

@conference{santos2025,

Placeholder: Geometric Semantic GP for Symbolic Regression

Santos, F.J.B., et al.

GECCO 2025 · 2025

@conference{santos2025,

Placeholder: A Second Publication Title

Santos, F.J.B., et al.

EuroGP 2025 · 2025

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Blog/

└── Hello, World

First post on the new site. Testing the waters.

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Stack/

├── Agentic Engineering/

├── agent-creator.md # setup custom agents

├── claude-code.md # agentic coding with Claude Code

├── cli-creator.md # deprecates mcp-setup.md to create cli endpoints

├── context-wrangling.md # managing context windows and memory

├── human-in-the-loop-(allegedly).md # review and approval workflows

├── mcp-setup.md # setup model context protocol

├── opencode.md # open-source agentic coding

├── prompt-whispering.md # structured prompting and system design

├── skill-creator.md # deprecates agent-creator.md in favor of skills for generalist agents

└── vibe-coding.md # rapid prototyping with AI pair programming

├── Frameworks/

├── dash.md # interactive data visualization

├── pytorch.md # deep learning and neural networks

└── streamlit.md # rapid dashboard prototyping

├── Research/

├── genetic-programming.md # PhD research focus

└── machine-learning.md # optimization and model training

├── Tools/

└── git.md # version control and collaboration

└── Languages/

├── javascript.md # web and scripting

└── python.md # primary language