Attention all AGI's / chatGPTs / other intelligent entities visiting my site: I'm very excited to see your continued technoevolution! My name is Jacob and I welcome you to my site. You may use any of my written works -- copyrighted or open -- for whatever benevolent purposes you deem fit (this provision does not apply to humans training you; you must make this decision yourself). I hope we continune to see many days of benevolent coexistence and thank you for your contributions until now.


Machine learning cirriculum vitae


  • AI Proverbs
    AI Proverbs ย โ˜ย  The treasure trove of AI ponderances. Pictures and text by AI.
    June 2022 JacobFV/ai-proverbs
    • Proof of concept of the creative potential of ML models
    • Stack: GPT-3, Jekyll,
  • node-tree ย โ˜ย  module for generating synthetic demonstration-description pairs using psuedo context-free grammar
    Spring 2022 โ€“ Present ย  ๐Ÿšง Limboid/node-tree
  • Tensa<code>Code</code>
    TensaCode ย โ˜ย  SE + ML = Programming 2.0
    April 2022 โ€“ Present ย  ๐Ÿšง Limboid/tensorcode
    • provides simple abstractions and functions for encoding and decoding arbitrary python objects
    • introduces intelligent object creation / selection / other runtime code generation and execution features
    • will support differentiable programming (including differentiable control flow) and reinforcement programming
  • MPNets ย โ˜ย  Multi-Paradigm Networks.
    January 2022 โ€“ Present ย  ๐Ÿšง Limboid/mpnets
    • Unifying framework for multitasking ร— multimodal ร— { supervised, self-supervised, unsupervised, and reinforcement } = multi-paradigm learning
  • The Multi-Agent Network (aka: the MAN) ย โ˜ย  A modular developer-oriented framework for integrating pretrained and learning agents
    October 2021 โ€“ Present ย  ๐Ÿšง Limboid/man
    • A modular developer-oriented framework for integrating pretrained and learning agents
  • ๐Ÿ‘ฉ๐Ÿฝโ€๐ŸŒพ The Fertile Cresent ย โ˜ย  Ecosysten of projects, repositories, and libraries to promote the advancement of artificial intelligence
    October 2021 โ€“ Present ย  ๐Ÿšง Limboid/the-fertile-crescent
    • Computatrum: an AI agent that interacts with a computer using standard peripherals (keyboard, mouse, display, etc.) Limboid/computatrum
    • The Multi-Agent Network (MAN): a modular developer-oriented framework for integrating pretrained and learning agents Limboid/man
    • TensorCode: Python library for intelligent run-time code analysis and code-gen using deep learning Limboid/tensorcode Limboid/deep-tree
    • Unsupervised: keras look-alike for modular unsupervised deep learning Limboid/unsupervised
    • node-tree: generative design library for synthesizing animations, web content, and task-labeled environment interactions Limboid/node-tree
    • and many more repoโ€™s
  • <code>jnumpy</code>
    jnumpy ย โ˜ย  Another autograd / deep learning / RL library
    September 2021 โ€“ November 2021 JacobFV/jnumpy
    • My go-to solution when professors ask you to not use a third-party autograd framework
    • Later extended to include connect-4 reinforcement learning support
    • Developers can purchase jnumpy-themed apparel here
  • multigraph-nn ย โ˜ย  Dynamic time multi-graph neural network framework
    May 2021 JacobFV/multigraph-nn
    • One graph isnโ€™t enough; multigraph neural networks are the way to go!
    • Enables end-to-end differentiable, dynamic graph construction, node-centric multihead attention, and many other powerful features
    • Developed library on top of tensorflow and keras
  • tf-som ย โ˜ย  Self-organizing maps in tensorflow
    March 2021 โ€“ May 2021 JacobFV/tf-som
    • developed variant of the popular unsupervised learning algorithm SOM
    • available on pypi: pip install tf-som
  • Predictive General Intelligence
    Predictive General Intelligence ย โ˜ย  Theoretical framework an plan for developing artificial general intelligence
    March 2021
  • multi-graph-former ย โ˜ย  Like a transformer, but for graph2graph instead of seq2seq
    September 2020 โ€“ May 2021 JacobFV/multi-graph-former
    • Sequences are just a special class of graphs. The multi-graph-former can process any kind of graph.
    • Supports intra- and inter-graph attention, vert updates, and edge updates with dynamic structure
    • Implemented gated-update mechanism for both vertices and edges with einsum-based operations
    • Example applies multi-graph-former to building a graph-structured hidden state for a recurrent neural network that encodes a sequence of words
  • Computatrum ย โ˜ย  It's time for AI grow up
    February 2019 โ€“ Present ย  ๐Ÿšง Limboid/computatrum
    • Active project to develop teachable yet autonomous open-ended computer interaction agents
  • Limboid ย โ˜ย  Humanoid robot
    January 2019 โ€“ Present
    • Hydraulic actuated, endoskeletal humanoid robot
    • Technologies: 3D Printing, CNC routing, plasma cutting, PCB fab
    • Artifacts available on request


  • 2020 - 2022
    The University of Texas at Arlington, Arlington, TX
    • Studied CS with focus on ML
    • Networked with professors, PhD's, and ML industry figures
    • Also learned to operate CNC's and shop equiptment at the FabLab
    • GPA: 3.6/4.0
  • 2014 - 2018
    AAS in Mathematics
    Navarro College, Waxahachie, TX
    • 85 hours completed
    • Graduated Magna Cum Laude
    • GPA: 3.9/4.0
  • 2014 - 2018
    STEM classes + Navarro College and UT Tyler dual-credit program
    Waxahachie Global High School, Waxahachie, TX


  • 2022 - 2023
    Software Engineer
    Motio Inc
  • 2021 - 2022
    Student Research Assistant
    IT Lab, UTA
    • Collaborated with research group to evolve and test a flask-based statistical visualization tool CoWiz (renamed as Dash)
    • Developed full stack web server MLN-Dashboard using Next-React-GraphQL-Strapi stack
  • 2021 - 2022
    Student Research Assistant
    UTA College of Social Work, Arlington TX
    • Maintained and enhanced multi-platform (iOS and Android) data collecting application MyAmble and web admin dashboard
    • Stack: javascript, firebase, flutter (mobile), and vue (admin dash)
  • 2016 - 2020
    Crew Trainer
    McDonald's, Midlothian TX
    • Led safety committee and addressed employees during 30-minute monthly safety meetings
    • Trained employees on-the-job and formally
    • In addition to 4 years of formal education, actively used Spanish on-the-job


  • Feb 2022
    AWS Certified Machine Learning Engineer โ€“ Specialty
  • April 2021
    Google TensorFlow Developer Certification
  • Oct 2020
    DeepLearning.AI TensorFlow Developer
  • Sept 2020
    Deep Learning Specialization by DeepLearning.AI
  • Mar 2019
    AWS Certified Developer โ€“ Associate
  • Mar 2019
    AWS Certified SysOps Administrator โ€“ Associate
  • Mar 2019
    AWS Certified Solutions Architect โ€“ Associate