Sriram Sattiraju

BevoFit

A mobile app for UT Austin students to check live gym hours, explore facilities, and browse intramural sports.

Source

A VS Code extension that crawls and indexes documentation, then exposes grounded search to coding agents through MCP.

TinyCUDATensor

A tensor library built from scratch in CUDA C++, with a PyTorch-style autograd engine and both naive and tiled shared-memory matmul kernels.

The original Transformer encoder–decoder architecture from Figure 1 of Attention Is All You Need, showing attention layers, feed-forward networks, and positional encodings.

Paper Recreations

Machine learning paper implementations in PyTorch, including a GPT-style, character-level Transformer trained on Tiny Shakespeare and experiments with LoRA adapters.

[Diagram: Vaswani et al., 2017]

A UI-checking tool for coding agents that combines Playwright browser health checks with Jev evaluations of before-and-after accessibility diffs. Available as a CLI, library, and automatic Claude Code or Codex hook.

GEPA prompt evolution trees for stress and emotion prediction, with golden routes highlighted in amber and development scores plotted below.

Identifying Effective Strategies in Prompt Evolution for Stress and Emotion Prediction

A study of six prompting methods using Qwen3-8B and Qwen3-32B for stress and emotion prediction on Dreaddit and GoEmotions, tracing how GEPA revisions and merges evolve instructions and identifying five strategies associated with development gains.

[Paper]

Closed-loop neuroadaptive system using EEG-derived cognitive energy

Cognitive Energy Modeling

A WGAN-GP and Schrödinger Bridge framework for measuring whether synthetic EEG preserves cognitive-state transition dynamics.

[Paper][Code]

KAN loss surfaces across four learning rates, node counts, and training epochs

ANN vs. KAN for EEG-Alzheimer's Inference

A comparative study of artificial neural networks and Kolmogorov-Arnold networks for classifying Alzheimer's disease from EEG data.

[Paper][Code]

StudySync

An MCP server that connects Canvas, Google Calendar, and Google Drive so coding agents can fetch assignments, sync deadlines, and write study guides straight to Drive.

AutoMatch

A two-sided car financing marketplace: buyers upload documents to get matched with vehicles and financing plans, and dealers review profiles and send offers.

Builds