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Undergraduate Researcher · Reinhold Lab

I build tools for understanding. Now I want to understand the brain.

I'm Sergio, an Applied Data Science student at Boston College, continuing into a BS in Neuroscience, exploring EEG, learning, and brain computer interfaces.

Boston College emblem

Boston College, Messina College · AA in Applied Data Science, Computer Science concentration · Expected Spring 2027. Continuing into a BS in Neuroscience.

Sergio Manghier at a desk with a laptop, notebook and neuroscience books, surrounded by an illustrated brain and signal traces

Selected work

Three things I actually shipped, described honestly.

MY CURRENT PROJECT

IN PROGRESS · SINCE OCT 2026

Current project · Reinhold Lab, Mass Eye and Ear

Searching for structure in the striatum’s neural code.

Massachusetts
Eye and Ear
Harvard Medical SchoolAFFILIATE

Undergraduate Researcher, Reinhold Lab, Massachusetts Eye and Ear (Harvard Medical School). Principal Investigator: Dr. Kimberly Reinhold.

The striatum helps shape action and learning. Its projection neurons carry its output. My question starts there: what structure can careful statistics reveal in the timing of their firing?

WHAT I’M WORKING ON

First statistical characterization of striatal projection neuron firing in a previously uncharacterized dataset.

I’m characterizing 555 neurons across 37 recording sessions whose firing statistics had not previously been computed in this dataset. Not a claim that the striatum has never been studied. A specific gap — and the work of measuring it.

Split-half design

EXPLORE
CONFIRM

A pattern is not enough. Every finding must replicate in a held-out half before it counts. One early effect failed that test. I do not claim it.

Mouse with an optical fibre illustrating the optogenetic technique
Optogenetics uses light delivered through an optical fibre to manipulate neural activity. This photograph shows the technique; my analysis starts with recordings, measuring when striatal projection neurons fire and testing which patterns hold up.Animated digits are synthetic—not recorded neural activity.

The question and method are public; the findings are not. I’m preparing the work with the lab toward a possible scientific publication. Any results belong to that collaborative work, not just to me.

Background illustration — synthetic spikes, not recorded brain data.

THE LAB'S PUBLISHED RECORD

Dr. Kimberly Reinhold

Nature · 2025

Kimberly Reinhold and colleagues’ Nature paper, ‘Striatum supports fast learning but not memory recall,’ examines the striatum’s role in learning and behavior. My current project moves to a finer scale: the timing and statistical structure of striatal projection neuron firing.

A shared focus, a different question: from the striatum’s role in behavior to the structure of individual neurons’ activity. This is work in progress—not a result of, or proof for, the published paper.

Complete published Nature figure, panels a–f: optogenetic cued-reaching task, mouse reaching frames, trial timing, learning-stage reach rates, and behavioral changes across training
From: Kimberly Reinhold, Marci Iadarola, Shi Tang, Annabel Chang, Whitney N. Kuwamoto, Madeline A. Albanese, Senmiao Sun, Richard Hakim, Joshua Zimmer, Wengang Wang & Bernardo L. Sabatini. Striatum supports fast learning but not memory recall. Nature, 2025. Published work of the Reinhold Lab. I joined the lab in October 2026; I am not an author of this paper.
Available2025 · 01
BoltLit logo: a schnauzer sitting on a stack of books

BoltLit: making difficult reading easier to navigate.

I built BoltLit to help readers work through difficult material with explanations and examples close to the source.

  • Web app
  • Reading
  • Interface design
Available2026 · 02

English More: speaking practice that answers you in context.

A speaking trainer I built for my English students: real conversations instead of disconnected phrases, with instant feedback on what they actually recorded.

  • Speech
  • Language learning
  • Feedback loops
Available2026 · 03

Escucha Dual: hold a real conversation in a language you do not speak.

A dual listening interpreter for live conversation in Chinese, Japanese, or Korean. I tested it with a Chinese friend and we understood each other for a whole conversation.

  • Speech to speech
  • Interpretation
  • Real time

Art exhibition · Two works

Two experiments in perception.

One asks when a living person becomes an object. The other asks how an expression becomes a character.

Enter the art exhibition

Research direction

The direction I am building toward, alongside the lab work.

I am interested in the gap between feeling like you understand something and actually understanding it. Building a reading tool made that gap concrete. EEG is the direction I want to take it, carefully and with people who know the methods.

  • Brain computer interfaces
  • EEG
  • Computational neuroscience
  • Attention and learning
An illustrative trace with a selected analysis window. Synthetic illustration. Not recorded brain data.

Synthetic illustration. Not recorded brain data.

About

Early, curious, and building in public.

Portrait of Sergio Manghier outdoors on a college campus, wearing a dark jacketBoston College emblem

I mostly learn by building. I start with a problem that annoys me, make a rough version, and keep rewriting it until it is actually useful to someone other than me.

That habit is what pulled me toward the brain. Building a reading tool made me curious about how attention and understanding could be measured rather than guessed at, and that curiosity turned into reading about EEG, decoding, and brain computer interfaces.

I am early. What I can offer a lab right now is careful work, comfort with data and code, and real willingness to learn rigorous research practice from people who already do it well.

Now
AA in Applied Data Science, Computer Science concentration, Boston College, Messina College. Expected Spring 2027.
Next
Continuing into a BS in Neuroscience.

Contact

I am in a lab now. I still read every email.

I am an undergraduate researcher in the Reinhold Lab at Mass Eye and Ear (Harvard Medical School). For collaborations, questions about the work, or product work: delvals@bc.edu.