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Software Engineer · AI/ML Researcher

PeterBucci

Computer Science student at UMass Boston, graduating December 2026, building reliable AI systems and full-stack applications.

See what I’m working on

Currently

  • Current research

    Reliable AI-agent evaluation

    Building reproducible stress tests for how AI agents preserve critical information across realistic software-engineering tasks.

    View research
  • Currently building

    Recipe Lab

    Building a full-stack recipe platform for versioned recipes, comparisons, and offline recommendation research.

    View Recipe Lab

Selected Projects

Academic

Scrum Lead / Full-Stack Developer

MAGE Platform

UMass Boston · Feb 2026 — Jun 2026

Led a multi-developer team in turning a real-time, audio-reactive rendering engine into a full-stack platform for creating, saving, organizing, and launching interactive visual scenes.

  • Java
  • TypeScript
  • React
  • Spring Boot
  • PostgreSQL
  • Flyway
  • JUnit
  • Testcontainers
  • Docker
  • AWS
Personal

Full-Stack Developer · ML/Recommendation Research

Recipe Lab

Independent Project · Aug 2026 — Present

Built a full-stack recipe platform for browsing structured recipes, creating immutable variations, and comparing exactly what changed across a recipe’s lineage. Added secure account and session foundations alongside a deterministic offline evaluation suite for recommendations and ingredient substitutions.

  • Python
  • TypeScript
  • Next.js
  • React
  • FastAPI
  • PostgreSQL
  • SQLAlchemy
  • Alembic
  • Playwright
  • Docker
  • GitHub Actions

Experience

  1. Present

    Internship · Boston, MA · Hybrid

    University of Massachusetts Boston

    AI/ML Research Intern

    Present

    Building reproducible evaluation infrastructure for AI context-management systems across five public agent benchmarks, controlled experiments, and automated robustness testing.

  2. Full-time · Cambridge, MA · On-site

    Online Buddies, Inc.

    Customer Support Supervisor

    Managed customer support operations across multiple high-traffic consumer applications. Led scheduling, team coaching, and performance management while working with cross-functional teams to resolve escalations, maintain policy compliance, and improve service quality.

    Customer Support Specialist

    Provided customer support for large-scale consumer applications through phone, email, and ticketing systems. Investigated user issues, coordinated with internal teams, and maintained high standards for service and issue resolution.

Technical Skills

  1. Languages

    • Python
    • TypeScript
    • JavaScript
    • Java
    • C++
    • SQL
  2. AI / ML

    • PyTorch
    • TensorFlow / Keras
    • scikit-learn
    • NumPy
    • pandas
    • RAG
    • AI / LLM Evaluation
  3. Backend

    • FastAPI
    • Spring Boot
    • Node.js
    • SQLAlchemy
    • Spring Data JPA
    • REST APIs
  4. Frontend

    • React
    • Next.js
    • Vite
    • React Router
    • HTML
    • CSS
  5. Data & Persistence

    • PostgreSQL
    • MongoDB
    • Flyway
    • Alembic
  6. Testing & Engineering

    • Git
    • Docker
    • pytest
    • JUnit
    • Testcontainers
    • Vitest
    • Testing Library
    • Linux
  7. Cloud

    • AWS
    • S3
  8. Research

    • Experiment Design
    • Ablation Studies
    • AI Agent Evaluation
    • AI Agent Benchmarking
    • Reproducibility
    • Statistical Evaluation

How I Got Here

I started teaching myself to code when I was 12, long before I thought of software engineering as a career. I kept coming back to it while working in other fields, mostly building things on the web because I liked figuring out how they worked and making things I wanted to exist.

Eventually I decided I wanted the computer science foundation I was missing, so I went back to school. At UMass Boston, I became increasingly interested in AI and machine learning, especially the engineering and experimental work behind figuring out whether an AI system actually works and can be trusted.

I still enjoy building full products just as much. I like being able to move between the interface, backend, data, testing, and deployment instead of treating each part as completely separate.

Education

Bachelor of Science

University of Massachusetts Boston

Computer Science

Expected

Relevant coursework

  • Algorithms & Data Structures
  • Artificial Intelligence
  • Applied Machine Learning
  • Software Engineering
  • Compilers
  • Computer Architecture
  • Probability & Statistics
Associate of Science

Bunker Hill Community College

Computer Science

Completed

Relevant coursework

  • Introduction to Computer Science / OOP
  • Data Structures
  • Java Programming
  • Advanced Java Programming
  • C++ Programming
  • Advanced C++ / OOP
  • SQL Programming
  • Linear Algebra

Contact

Open to opportunities