Selected Work

I work across agent infrastructure, live-sync applications, interactive data tools, model behavior, physical computing, and creative computation.

AI systems & research

MEM
AI infrastructure

Unified Memory Hub

A local-first semantic memory layer for multi-agent workspaces, with hybrid retrieval, incremental synchronization, and a CLI/dashboard operating surface.

  • SQLite / FTS
  • semantic retrieval
  • developer tools
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Joint Session multi-model conversation showing a human collaborator and AI responses discussing a portfolio case-study format.
Real-time full stack

Joint Session

A deployed multi-user workspace where people and multiple AI agents collaborate with explicit, source-aware memory boundaries.

  • React + TypeScript
  • Firebase
  • agent memory
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L + B
Applied agent systems

Ledger + Bulwork

A cross-device project system paired with browser focus tooling designed around transparent allow, block, and ask decisions.

  • desktop + web
  • browser extension
  • safe failure modes
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MoE
Model research

NemoH Routing Research

Representation-engineering experiments investigating how activation-level interventions influence expert routing in a hybrid Mamba/MoE model.

  • interpretability
  • MoE routing
  • research pilot
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Data analysis & interaction

A rotating 3D Scatter Lab PCA plot with blue, pink, and yellow Iris clusters.
Browser-only research workbench

Scatter Lab

A local-first workbench for turning tabular research data into interactive 2D and 3D views—without uploading a dataset or operating an analysis backend.

  • Next.js + React
  • TypeScript
  • Plotly WebGL
  • IndexedDB
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Vat Lexicon visualizer running a MapReduce pipeline with input, map, shuffle, and reduce stages.
Linguistic visualization

Vat Lexicon

An interactive MapReduce visualization for vocabulary, distribution, similarity, and morphological exploration in a synthetic social world.

  • JavaScript
  • p5.js
  • MapReduce
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Actual-versus-predicted rating scatter plot for Rate My Professor Model 1, with a red dashed reference line and R-squared value of 0.8320.
Coursework * statistical analysis & modeling

Rate My Professor Analysis

This report analyses nearly 90,000 student evaluations across the RateMyProfessor website. It investigates relationships among student-assigned ratings, qualitative tags, discipline, and other available evaluation variables. The analysis uses Weighted Least Squares, logistic regression, PCA, and permutation testing to answer questions regarding patterns surrounding student feedback and instructor performance. Completed during Internship in Data Science (DS-GA 1001) at NYU in Fall 2025.

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Six overlaid rating-distribution charts comparing people who prefer watching films alone or socially, for Shrek 2, Captain America: Civil War, The Avengers, Spider-Man, The Transporter, and North.
Coursework * statistical analysis

Movie Ratings Hypothesis Testing

Statistical analysis of movie preferences across 1,097 participants and 400 films, examining relationships among ratings, behavioral measures, and demographic factors. The analysis uses hypothesis testing and distributional exploration to investigate potential relationships between cinematic ratings and factors such as sensation-seeking traits and social viewing habits while using a significance threshold of α = 0.005. Completed during Internship in Data Science (DS-GA 1001) at NYU in Fall 2025.

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Physical computing & wearable systems

Jacket Link garment with a denim front panel, red collar, and three integrated wearable controls.
Wearable systems · mobile + embedded

Jacket Link

A BLE-connected garment that checks phone connection and key presence through embedded lights and sound, with a custom Android companion for two-way locating alerts.

  • Circuit Playground Bluefruit
  • BLE / GATT
  • Kotlin / Android
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WLLM
Embodied AI · edge + hosted

WearabLLM

An ESP32-S3 voice interface whose physical responses, onboard audio, and hosted-agent path turn an LLM interaction into an embodied system.

  • ESP-IDF
  • audio
  • hardware + cloud
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Pixel Chase wearable controller lit on a wrist, with a Circuit Playground board, exposed cable, 3D-printed enclosure, and denim strap.
Coursework · creative controller

Pixel Chase

An accelerometer-controlled wearable game that translates wrist tilt into a ten-pixel play field, built through firmware, enclosure iterations, and textile design.

  • Arduino / C++
  • accelerometer
  • 3D printing
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Creative & artistic work

Poetry Graph workspace showing connection-force controls beside a three-dimensional graph of linked poem words.
Creative computational work

Poetry Graph

A visual and linguistic workspace for exploring poetic relationships, scansion, word data, and graph-based forms.

  • WebGL
  • data visualization
  • front-end systems
Open live workspace
Animated gameplay from Catch-Fall, with yellow squares falling toward the player while red circles must be avoided.
Creative technology

Catch-Fall

A browser game built with p5.js and optional camera controls. Keyboard play works without granting device access.

Play
Triptych of multiple-exposure film photographs: a black-and-white double portrait, a beach portrait, and a layered red-green portrait.
Film photography

Photography

35mm, 120mm, and 110mm film photography focused on multiple exposures and light leaks.

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