Journey

Here I bring together my professional experience, my education and the recognitions that have accompanied my journey.

Data Scientist InternNaudit HPCN2026
President & FounderGoogle Developer Group on Campus UAM2025 - present
WebmasterAUTOCENTER - VULCASAN SL2024 - 2025
Board MemberComputer Security Club (SEIF UAM)2023 - 2024
Independent EntrepreneurDripInLocker2021 - 2024
WaiterSaona2022

Projects

2026

Surrogate models for finding optimal inputs

Gaussian processes, Bayesian optimization and Expected Improvement for finding strong configurations under a limited evaluation budget.

Surrogate models for finding optimal inputs 2026
2026

RoadGuard

Reliable road damage detection: cross-country transfer, confidence calibration, abstention policy and explainable maintenance prioritization.

RoadGuard 2026
2025

BGG Review Intelligence

From BoardGameGeek reviews to structured opinion knowledge: linguistic preprocessing, sentiment classification and aspect-based analysis.

BGG Review Intelligence 2025
2025

Image generation with diffusion models

Implementation of the SDE framework by Song et al.: denoising score matching training, samplers, conditional generation and imputation on CIFAR-10.

Image generation with diffusion models 2025
github.com/trentisiete

More projects on GitHub

Smaller experiments, works in progress and technical deep dives.

Visit GitHub
  1. Preference optimization & RLHF benchmarking

    DPO, PPO and related alignment methods.

  2. Model-agnostic agentic systems

    Traceable dynamic LangChain workflows, multi-agent coordination, dynamic tool and agent creation, A2A and Redis.

  3. Clustering methods exploration

    A practical comparison of strategies, assumptions and behaviour.

  4. How I finished first among 240 participants

    Five months of data science and real-time analytics on a large fund data lake to select the strongest portfolio.