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SRock44/README.md

Sean

typing animation

About

I'm a computer science student at NYIT (graduating 2026), currently working as a Laboratory Consultant at the NYIT ETIC Lab. I work across the stack but I'm most drawn to AI/ML in production: models that retrain themselves, get monitored, and actually ship.

  • I run a production ML pipeline that predicts NBA/MLB game winners and player props with an XGBoost + LightGBM ensemble: test-set accuracy, 50+ engineered features, and a fully automated Celery/Optuna retraining loop with MLflow-tracked champion/challenger promotion, running on a self-hosted GPU server. The feature engineering and model training code is open-sourced at sports-prediction-model.
  • I built rmbr, an embedded, local-first memory + retrieval engine for AI agents: one SQLite file, no server, no API key required. Published on PyPI, listed as an MCP server on the official MCP registry and on Glama.ai, with an optional HTTP mode too.
  • I built pyhomerun, a zero-dependency Python library for baseball stats: sabermetrics and an MLB Stats API client, published on PyPI.
  • On the side, I develop custom Lua & C# scripts for games like Holdfast, GTA, and FiveM, which is where I learned to read messy systems, reverse-engineer APIs, and ship for real players.
  • My current hobby project is SoundKitten, a lightweight Rust/Tauri desktop SoundCloud client for people who'd rather not run a browser wrapped in an "app." Source at soundkitten.

Tech Stack

React TypeScript JavaScript Python Lua

PyTorch Pandas Node.js Git

Featured Projects

rmbr  ·  on PyPI

An embedded, local-first memory + retrieval engine for AI agents: one SQLite file, no server, no API key.

Python  SQLite  MCP

SoundKitten  ·  soundkitten.org

A lightweight Rust/Tauri desktop SoundCloud client for people who'd rather not run a browser wrapped in an "app."

Rust  Tauri  Desktop

pyhomerun  ·  on PyPI

A clean, dependency-free Python library for baseball stats: sabermetrics + an MLB Stats API client.

Python  Sabermetrics  Zero Deps

sports-prediction-model

Open-source feature engineering + XGBoost/LightGBM training code powering my production NBA/MLB winner & player-prop models. Self-retrains nightly via Celery + Optuna, MLflow-tracked.

Python  XGBoost  MLOps

Model Fine-Tuning

cipher-pro

The top tier of the Cipher line, tuned for quality over speed on higher-end hardware.

4B params  2.5 GB (Q4_K_M)

Fine-Tuning  Email Triage  Local Inference

cipher-air

The mid tier, balancing speed and accuracy for local assistants on consumer hardware.

0.5B params  398 MB (Q4_K_M)

Fine-Tuning  Email Triage  Local Inference

cipher-nano

The lightest tier, sized to run fully on-device for fast, low-resource triage.

0.5B params  318 MB (Q4_K_M)

Fine-Tuning  Email Triage  Local Inference

Dev Metrics

I'm an Early 🐤

🌞 Morning                1658 commits        ███░░░░░░░░░░░░░░░░░░░░░░   13.07 % 
🌆 Daytime                5568 commits        ███████████░░░░░░░░░░░░░░   43.90 % 
🌃 Evening                4600 commits        █████████░░░░░░░░░░░░░░░░   36.27 % 
🌙 Night                  857 commits         ██░░░░░░░░░░░░░░░░░░░░░░░   06.76 % 

📅 I'm Most Productive on Saturday

Monday                   2027 commits        ████░░░░░░░░░░░░░░░░░░░░░   15.98 % 
Tuesday                  1502 commits        ███░░░░░░░░░░░░░░░░░░░░░░   11.84 % 
Wednesday                1578 commits        ███░░░░░░░░░░░░░░░░░░░░░░   12.44 % 
Thursday                 1778 commits        ████░░░░░░░░░░░░░░░░░░░░░   14.02 % 
Friday                   1491 commits        ███░░░░░░░░░░░░░░░░░░░░░░   11.76 % 
Saturday                 2285 commits        █████░░░░░░░░░░░░░░░░░░░░   18.02 % 
Sunday                   2022 commits        ████░░░░░░░░░░░░░░░░░░░░░   15.94 % 

Last Updated on 02/10/2026 11:48:04 UTC

Connect


Open to internships & new-grad roles

Pinned Loading

  1. sports-prediction-model sports-prediction-model Public

    Feature engineering, model training, and evaluation for a multi-sport prediction system covering NBA, WNBA, MLB, NFL, NHL, the top 5 European soccer leagues, and NASCAR (Cup/Truck). Open-source ML …

    Python 3

  2. rmbr rmbr Public

    Give your agent memory and knowledge. One file, three lines, no server, no API key.

    Python 2

  3. pyhomerun pyhomerun Public

    Baseball statistics and MLB data for Python - sabermetrics + MLB Stats API client, zero dependencies

    Python 1

  4. soundkitten soundkitten Public

    Lightweight, open-source, cross-platform desktop client for SoundCloud, built with Tauri + Rust + Svelte.

    Svelte 2