AI & Agent Projects

Production and hackathon AI systems — tool-calling LLM agents, custom MCP servers, and LLM evaluation frameworks.

1st Place — Best Use of TRM Labs
Crypto Risk Analysis Agent

Production Agents Hackathon

A full-stack AI agent that evaluates token and wallet risk by combining blockchain data from Helius, Moralis, DexScreener, and TRM Labs via the Anthropic API.

  • Structured prompts and tool-calling workflows convert noisy API inputs into grounded risk scores and interpretable recommendations.
  • A custom MCP server exposes four blockchain-analysis tools over HTTP, SSE, and stdio transports.
  • Integrated with a Node.js/Express backend and deployed with Docker, retries, rate-limit handling, and health checks.
Anthropic API MCP Server Node.js/Express Docker Tool Calling
View on GitHub
M.A. Capstone
Dynamic Benchmarking of LLMs

SFSU — Computational Linguistics

A comparative evaluation framework for static, dynamic, and metalinguistic LLM benchmarks, assessing whether benchmark scores reflect genuine language understanding.

  • Focuses on benchmark contamination risk, reasoning quality, and benchmark reliability.
  • Analyzes model performance and failure patterns across evaluation methods.
LLM Evaluation Python Benchmarks Research
View on GitHub

Additional Hackathon Awards

  • REAL Agent Challenge — AGI Inc. × OpenAI × Lovable Hackathon 2nd Place
  • Frontegg Sponsor Prize — Self-Evolving Agents Hackathon 1st Place

Software & Infrastructure

Production services, hosting infrastructure, and web platforms I build and operate.

QubeMC
QubeMC

A Minecraft Gaming and Hosting company I founded and operate. We offer various game modes and server hosting for both Bedrock and Java editions, with full-stack web apps, backend APIs, and automation behind the scenes.

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2B2TMCPE
2B2TMCPE

A Minecraft Bedrock Edition anarchy server based on 2b2t.org. It's a chaotic environment where anything goes — backed by Linux infrastructure I administer.

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Personal Website

This website is itself a project — a professional portfolio built with Bootstrap, and continuously refined as my work evolves.

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Research

Linguistics and computational research presented at academic venues.

AI-Assisted Text Simplification

ECOLE Lab, San Francisco State University — Sep 2024 to Present

Investigating how large language models simplify complex texts and how AI-generated simplifications differ from human language processing in meaning, linguistic structure, and readability. Building Python-based NLP, evaluation, and data-analysis workflows.

Production of English /r/ by Prosodic Position

University of California, Santa Cruz — Sep 2022 to Jun 2023 · LURC 4, Jun 2023

Built Python workflows automating experimental trials and synchronizing multimodal speech data. Integrated DeepLabCut and Articulate Assistant Advanced for CNN-based tongue-contour tracking, with Whisper and LLM-assisted post-processing for transcription and labeling. Presented as a poster at UCSC's Linguistics Undergraduate Research Conference (LURC 4).

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