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iodriller/README.md

Oney Erge

Agentic AI + Physics | UT Austin PhD

I work on language-model and agentic systems for complex, real-world problems.

My background spans data science, machine learning, optimization, robotics, physics-based modeling, and statistics. Much of my research has focused on combining physics-based and data-driven models, especially in fluid dynamics, automated operations, and autonomous systems.

I am especially interested in work that brings AI, robotics, and physical systems together.

Focus Areas

  • Language-model systems
  • Agentic AI and multi-agent systems
  • Search and retrieval
  • Tool integration and workflow automation
  • Applied machine learning
  • Robotics and simulation
  • AI + physics
  • Optimization and statistical modeling

Selected Background

  • PhD in Dynamic Systems and Control from The University of Texas at Austin
  • Work across language-model applications, NLP, optimization, and MLOps
  • Research in hybrid physics-based and data-driven modeling
  • 10+ years as Associate Editor, overseeing peer review and editorial decisions for 250+ scientific manuscripts

Links

Outside of AI: I grew up on 90s and early 2000s PC games and still go back to them. Some things just hold up.

Pinned Loading

  1. YBM YBM Public

    Message app-driven local agent control system for coding, browser, desktop, filesystem, and scheduled automation.

    Python 1

  2. Afterimage Afterimage Public

    Run a 27B model on an 8 GB GPU by caching what the weights did, not the weights.

    Python

  3. LocalDeploy LocalDeploy Public

    Choose, run, monitor, and benchmark local AI models through a browser UI and OpenAI-compatible API.

    Python

  4. SegCraft-Semantic-Segmentation SegCraft-Semantic-Segmentation Public

    Config-first semantic segmentation toolkit for training, evaluation, and image/video inference from reusable YAML workflows.

    Python 2 2

  5. Agentarium Agentarium Public

    Agentarium is a visual AI physics sandbox where agents build objects in small simulated worlds, run them, see what happens, and improve their designs over multiple attempts.

    Python

  6. VueJs-Flask-SocketIO-Example-Template VueJs-Flask-SocketIO-Example-Template Public

    A simple template for a VueJs, Flask website with communication via websockets

    Vue 7 2