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David Gusmao

David Gusmao

I build AI systems and the evaluations that tell you whether they actually work.

Computer Science senior at UCF. Project manager and technical lead on a five-person team delivering a permission-aware AI retrieval agent inside a university legal office's enterprise Microsoft 365 tenant. Independently running a study on automated build inference across six build systems and three program corpora.

Looking for: technical project lead and applied AI research roles · graduating December 2026

Currently

Leading Knights Counsel through its pilot phase, with metadata schema implementation on the critical path. Running the Build-Recipe comparison design toward first results. Graduating December 2026 and looking for technical project lead and applied AI research roles.

Updated August 2026

Selected Work

All projects →

Three projects in depth. The reasoning behind each one lives on its own page — what I decided, what I rejected, and how I knew it worked.

Writing

All writing →

Knights Counsel: Technical White Paper, v1.0

Co-author · sole author, system design and behavior specification sections · August 2026

A full technical account of the system's architecture, behavior specification, evaluation methodology, and results, prepared for enterprise IT and the client. Available on request.

Knights Counsel: Final Design Document, v2

Contributing author · sole author, system design section · 2026

Requirements, architecture, and design rationale for the sponsored capstone, including the behavior test set and the architecture decision record covering the six-agent to two-agent reversal. Available on request.

Skills

Languages
Python, JavaScript, TypeScript, Java, PHP, C++, HTML, CSS, Bash, LaTeX
Front-End & Web
React, Node.js, Express, Fluent UI, SharePoint Framework (SPFx), semantic HTML, responsive CSS (Flexbox/Grid), WCAG accessibility patterns
AI & Agent Engineering
LLM agent design, retrieval-augmented generation, grounding and citation enforcement, guardrail and refusal design, tool-use and function-calling interfaces, structured JSON output contracts, Anthropic API, OpenAI API, Microsoft Copilot Studio, Microsoft Power Platform
Evaluation & Research Methods
Evaluation suite and rubric design, regression testing for non-deterministic systems, run-to-run variance analysis, pass@k, precision and recall, ground-truth construction, failure taxonomy, experimental design, literature synthesis, human-subjects study support
Systems & Infrastructure
Docker, Linux/WSL2, MongoDB, MySQL, Apache (LAMP), MERN, build systems (Autotools, Make, CMake, Maven, Gradle, Ant), SharePoint Online, Microsoft Entra ID, Power Automate
Tools & Practice
Git/GitHub, Jira, Confluence, Postman, VS Code, Overleaf, architecture decision records, technical documentation

Background

University of Central Florida — B.S. Computer Science

Expected graduation: December 2026 · GPA: 3.38
Milestones: Passed the Computer Science Foundation Exam
Funding: Bright Futures Academic Scholarship

Undergraduate Research Assistant — Hardening Build Systems

· University of Central Florida · Orlando, FL

  • Contributed to empirical research on the security and reliability of open-source software build systems.
  • Diagnosed build failures by hand across six build systems (Autotools, Make, CMake, Maven, Gradle, Ant), including undeclared JDK version requirements and compiler-flag incompatibilities that appear nowhere in the source tree.
  • Built the tooling that converts raw experimental output into LaTeX-ready tables and pgfplots figures used in project reporting.
  • Supported reproducible workflows by organizing datasets, validating results, and documenting analysis steps so runs could be repeated by others.

Research Assistant — Human Factors Group Study

· University of Central Florida · Orlando, FL

  • Ran experimental sessions for a study of how programmers debug code collaboratively in groups, contributing to data collection workflow and study setup.
  • Instrumented participants with biometric equipment measuring heart rate, respiration, skin conductance, gaze, and prefrontal cortex blood oxygenation, improving measurement quality across sessions.
  • Worked under human-subjects research protocol; completed the associated ethics training listed below.

Swim Instructor and Lifeguard — Rosen Aquatic and Fitness Center

– Present · Orlando, FL

  • Teach small-group lessons across all ages and ability levels, from water survival through competitive swimming.
  • Own class scheduling and documentation, large event setup, and pool surveillance.
  • Communicate across age groups and language barriers in a safety-critical setting.

Awards & certifications

Awards
3rd Place, UCF Horse Plinko Cyber Defense Competition (Oct 2024) · Bright Futures Academic Scholarship
Research ethics
Human Subjects Research: Social/Behavioral (Group 2) · Responsible Conduct of Research (Engineers)
Technical
Certified Internet Business Associate · MTA: Windows OS Fundamentals · MTA: Introduction to Programming Using Python
Other
American Red Cross Water Safety Instructor

Contact

Email davidegusmao@outlook.com (or da045393@ucf.edu while I am still at UCF).

LinkedIn · GitHub · Resume · Resume (PDF) · CV (PDF)