David Gusmao

Orlando, FL · davidegusmao@outlook.com · LinkedIn · GitHub

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Summary

Computer Science senior at UCF who leads AI systems from requirements through deployment and evaluation. Project manager and technical lead for a five-person team delivering a cited, permission-aware retrieval agent into a live enterprise environment, where I built the evaluation suite and grading rubric that redirected the team's critical path. Independently researching where automated build inference holds and where it breaks. Comfortable owning the interface too — React and TypeScript, accessible semantic HTML, and this site, hand-built. Looking for technical project lead or applied AI research work.

Education

University of Central Florida — B.S. Computer Science

Orlando, FL · Expected December 2026 · GPA: 3.38
Passed the Computer Science Foundation Exam · Bright Futures Academic Scholarship

Experience

Project Manager & Technical Lead — Knights Counsel

– Present · UCF Senior Design, Sponsored Capstone · Orlando, FL

  • Lead a five-person team building a permission-aware AI document-retrieval assistant for a university legal office, deployed in the client's Microsoft 365 tenant against a live document corpus.
  • Designed and built the retrieval agent end to end: two-agent topology, specified behavioral requirements, grounding and citation enforcement, and a version-controlled configuration baseline.
  • Built an 18-case evaluation suite and a custom grading rubric after finding the platform's built-in grader scored answer rate rather than designed behavior; results redirected the team's critical path.
  • Co-authored the project's technical white paper; sole author of the system design and behavior specification sections.

Undergraduate Research Assistant — Hardening Build Systems

· University of Central Florida · Orlando, FL

  • Diagnosed build failures by hand across six build systems (Autotools, Make, CMake, Maven, Gradle, Ant), including undeclared JDK version and compiler-flag requirements.
  • Built the tooling that turns 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.

Research Assistant — Human Factors Group Study

· University of Central Florida · Orlando, FL

  • Ran experimental sessions studying how programmers debug code in groups, contributing to data collection workflow and study setup.
  • Instrumented participants with biometric equipment (heart rate, respiration, skin conductance, gaze tracking, prefrontal cortex blood oxygenation) to improve measurement quality across sessions.

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, communicating across age groups and language barriers in a safety-critical setting.

Projects

Build-Recipe Inference Agent

Python, Docker, Anthropic API, Linux · – Present

  • Building a containerized LLM agent that infers and executes build recipes for unfamiliar source archives, selecting the build system, installing system and toolchain dependencies, and running each build phase in a fresh isolated container.
  • Designing a cross-tool comparison running three build-inference systems over three program corpora to separate genuine capability from benchmark fit, evaluated against a hand-verified corpus of ~370 build recipes that I contributed to.

PocketProfessors

React, TypeScript, Node.js, Express, MongoDB, JWT ·

  • Led frontend UX for pack-opening and collection views: responsive grid, focus states, and ARIA labeling; collaborated on API shape and the JWT refresh lifecycle. Deployed at pocketprofessors.com.

FitnessFunctions

PHP, MySQL, HTML/CSS, JavaScript ·

  • Solo-built role-based class enrollment system with admin and member dashboards, instructor and class CRUD, and capacity-aware enrollment backed by MySQL.

Personal Portfolio and Resume Site

HTML, CSS, JavaScript · 2025 – Present

  • Hand-written with no framework; implements skip links, section-level ARIA labeling, reduced-motion support, visible focus outlines, and a per-project accent theme system.

Skills

Languages
Python, JavaScript, TypeScript, Java, PHP, C++, HTML, CSS, Bash, LaTeX
Front-End
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
Evaluation suite and rubric design, regression testing for non-deterministic systems, run-to-run variance analysis, pass@k, precision/recall, ground-truth construction, failure taxonomy, experimental design, literature synthesis
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 writing

Awards & Certifications

Awards
3rd Place, UCF Horse Plinko Cyber Defense Competition (Oct 2024) · Bright Futures Academic Scholarship
Certifications
Human Subjects Research: Social/Behavioral (Group 2) · Responsible Conduct of Research (Engineers) · Certified Internet Business Associate