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Augusto BernardiAB
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Augusto Bernardi

@augustobernardi

AI/ML researcher at Apart Labs who co-authored a NeurIPS 2025 paper on multi-judge LLM systems.

Brazil
Message

At Apart Labs, I researched how large language models can infer human preferences as judges and routers. I co-authored a framework that learns an interpretable aggregator over multiple rubric-conditioned LLM judges, presented at the NeurIPS 2025 Reliable ML Workshop.

At the University of SãoPaulo (USP), my M.Sc. research focuses on database design and knowledge graphs of Brazilian literature for querying with LLMs. I also built recurrent neural network models to forecast regional soybean yields from historical yield and climate data.

As a Teaching Assistant (Monitor) at the University of SãoPaulo (USP), I teach Principles of Algorithm Development and support students with programming, algorithms, and data structures. I previously supported the development of the Latin American Network for AI Safety at CEEALAR.

I work across machine learning, LLM evaluation and routing, knowledge graphs, and time-series forecasting. I’ve also contributed to the Linux kernel and GNOME, and built an internet-connected micro weather station as my technical diploma final project.

Experience

Work history, roles, and key accomplishments

UU
Current

Teaching Assistant (Monitor)

University of SãoPaulo (USP)

Aug 2026 - Present (2 months)

Teaching assistant for MAC0122 Principles of Algorithm Development, covering recursion, linked lists, stacks and queues, binary search trees, sorting algorithms, and algorithm correctness and efficiency analysis. Grade student assignments and tutor students in programming, algorithms, and data structures.

EB
Current

Volunteer and Event Organiser

Effective Altruism Brazil

Jan 2023 - Present (3 years 9 months)

Helped organise the Global South AI Safety Hackathon, the first AI safety hackathon designed for and with the Global South, with 1,547 sign-ups and 216 submitted projects. Organise events and workshops on effective altruism and global challenges.

DI
Current

Member

DeMolay International

Jan 2015 - Present (11 years 9 months)

Held leadership positions and assisted in chapter administration. Taught leadership and citizenship to younger members.

AL

Research Fellow

Apart Labs

Jul 2025 - Mar 2026 (8 months)

Researched human preference inference using LLMs as judges and routers, leading to a co-authored paper presented at the NeurIPS 2025 Reliable ML Workshop. Developed evaluation and routing systems for language models to improve alignment with human preferences.

CE

Fellow

CEEALAR

Jan 2025 - Jan 2025 (0 months)

Supported the development of the Latin American Network for AI Safety (LANAIS).

EL

Speaker Liaison

EAGx Latam

Jan 2024 - Dec 2024 (11 months)

Supported speakers and event logistics at a regional effective altruism conference. Trained for emergencies and assisted in evacuating the venue during an earthquake.

CI

Independent Contractor

Condor Initiative

May 2024 - Jul 2024 (2 months)

Implemented Jacob Hilton's Deep Learning Curriculum end to end, building hands-on experience with modern deep learning techniques.

Education

Degrees, certifications, and relevant coursework

University of São Paulo logoUP

University of São Paulo

Master of Science, Computer Science

2026 -

Pursuing a Master of Science in Computer Science with an AI/ML focus, researching database design and knowledge graphs of Brazilian literature for querying by LLMs.

University of São Paulo logoUP

University of São Paulo

Bachelor of Science, Molecular Sciences

2021 - 2025

Completed a Bachelor of Science in Molecular Sciences, a selective interdisciplinary research program with coursework in machine learning, AI, time-series modeling, statistics, Bayesian inference, calculus, and linear algebra.

State University of Campinas logoSC

State University of Campinas

Technical Diploma, Mechatronics

2018 - 2020

Earned a Technical Diploma in Mechatronics, covering IoT and mechatronics prototyping, 3D modeling, and CAD.

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