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Projects

Research Projects

Research

Meta-Vector: In-Context Vector Arithmetic

A test-time meta-learning approach that steers model behavior via in-context vector arithmetic, offering a practical alternative to few-shot ICL under strict context budgets. Includes a reproducible codebase and open-source toolkit (in progress).

Meta-LearningIn-Context LearningLLMPyTorch
Research

Positional Bias Analysis Suite for ICL

An analysis suite for quantifying LLM sensitivity to demonstration ordering and placement in prompts. Supports large-scale evaluations across multiple model families and tasks, with distilled prompt-design recommendations.

In-Context LearningEvaluationPythonNLP
Research

AAE Fairness Evaluation Framework

A reproducible codebase and synthetic dataset combining real and LLM-generated biased text in African American English (AAE), enabling automated fairness evaluation, ablation studies, and dialect-aware benchmarking.

FairnessNLPAAEDatasetPython

Engineering Projects

Engineering

ChurchCast

A cross-platform mobile app enabling churches to stream services live, schedule events, and engage communities in a single unified workflow. Features push notifications, content management, and social sharing.

MobileCross-PlatformPush NotificationsContent Management
Engineering

Phone + Ankle-Band Activity Recognition

A sensor-fusion pipeline combining smartphone accelerometer/gyroscope signals with an ankle-band sensor to capture lower-body dynamics missed by phone-only trackers. Includes feature extraction and classification models with controlled ablation experiments.

Sensor FusionActivity RecognitionMachine LearningPython