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Capability profiles for the AI era.

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Ryan Booth

Ryan Booth

@abstractryan✓ Verified
Builder · AI consultant · Creator — AI agents, workflow automation, full-stack apps & datacenter simulation
Available 📍 Canyon, TX

Builder, AI consultant, and creator. I build AI agents, workflow automation, full-stack apps, and a datacenter simulation game in Rust. AI systems design and workflow automation through Blue Ridge Systems — cutting the hype and shipping real solutions.

🔗 abstractryan.ai
GitHubLinkedInHugging Face
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Capabilities

AI Agent Systemsexpert

Designs and builds multi-agent AI systems using frameworks like AutoGen; architects agent workflows with defined roles, communication pipelines, and validation loops.

agentic aimulti agentautomationllmai
Python Developmentexpert

Production-level Python across CLI tools, network automation, REST APIs, AI tooling, and open-source libraries.

pythonapiopen sourceautomationcli
Prompt Engineering & Managementexpert

Builds structured prompt management systems with template variables, context-aware suggestions, AES-256 encrypted storage, and CI/CD integration.

prompt engineeringaes 256aiworkflow automationtemplates
Network Automation & Managementexpert

Architects network automation platforms and config management tools for DC and enterprise environments; Ansible, leaf/spine fabric, REST API abstraction.

dc networkingnetworkingansibleautomationapstrainfrastructure
AI/ML Exploration (Jupyter)learner

Trains and publishes language models; explores ML concepts through Jupyter notebooks and the Hugging Face ecosystem.

jupyternotebooksmlai mlhuggingfaceexploration
Rust & Game Developmentlearner

Building a datacenter simulation game in Rust and Bevy (ECS), including power distribution, thermal management, CLOS networking, and cascading failure systems.

rustbevygame devsimulationecs
MCP Server Developmentpractitioner

Authors Model Context Protocol servers (e.g. tox-testing MCP server) that expose tools for LLM-driven workflows and CI/CD integration.

mcpaitestingtoxautomation
Full-Stack Web Developmentpractitioner

Builds full-stack web apps and SaaS products end-to-end, including AI-native portfolios and artist dashboards, using Python, TypeScript, React, Next.js, and Tailwind.

full stackreactnextjstypescripttailwindcssweb
Cloud Infrastructurepractitioner

Re-architected Ansible scripts into a global cloud platform (Apstra CloudLabs) on AWS; onboarded Juniper's entire sales and support org.

cloud infrastructureawsinfrastructureapstraautomation
AI Systems Consultingpractitioner

Helps organizations design AI systems and workflow automation through Blue Ridge Systems, cutting through hype to deliver real production solutions.

consultingaiworkflow automationstrategyoperations
Lua Scripting / Game Moddingpractitioner

Authors Teardown weapon mods in Lua with configurable firing modes, particle effects, and in-game options menus.

luagame moddingmoddingteardowngameplay
DevOps & CI/CD Integrationpractitioner

Integrates automated testing and deployment pipelines; uses tox, pytest, Vagrant, Ansible, and MCP tooling to streamline dev workflows.

ci cdtoxpytestansiblevagrantpipeline

Tox Testing MCP Server

MCP server that executes tox/pytest commands within a Python project via the Model Context Protocol — supports running all tests, by file, by case, or by directory, with configurable timeouts for CI/CD pipelines.

mcptoxpytesttestingci cdpython

Prompt Manager

CLI tool and Chrome extension for organizing AI prompts with template variables, AES-256 encrypted storage, context-aware suggestions, Task-Master integration, and usage analytics.

prompt engineeringclichrome extensionaes 256aiworkflow automation

CodeGeneratorChat

Multi-agent AI system using Microsoft AutoGen that generates and validates code through a structured team of agents (Manager, Planner, Programmer, Optimizer) integrated with CI/CD pipelines.

multi agentautogenagentic aiaici cdautomation

Apstra CloudLabs

Re-architected a handful of Ansible scripts into a global cloud platform on AWS; survived an acquisition, onboarded Juniper's entire sales and support org, and convinced a Fortune 500 CEO to increase the budget. Team of four.

cloud infrastructureawsapstraansiblepythoninfrastructure

Root Cause (Datacenter Sim Game)

Deliberately complex datacenter simulation game built in Rust and Bevy — power distribution, thermal management, CLOS networking, cascading failures, a local multi-agent AI narrator (CHIP), and 80+ integration tests. An agentic development case study.

rustbevysimulationgame devagentic aiecs

PortfolioBuilder (abstractryan.ai)

AI-native portfolio site forked, rebuilt, and extended with A2A protocol support, agentic deployment, and a cyberpunk aesthetic — managed entirely by an AI collaborator.

full stacktypescripttailwindcssagentic aiweb

Artist Dashboard

Full SaaS product built entirely through AI prompts (no code written by hand) using Python and FastAPI. Act 1 of an agentic development experiment whose methodology became the foundation for Root Cause.

saasagentic aipythonfull stackai

apstra-api-python

Open-source Python library that abstracts Apstra's REST API into an approachable interface for network engineers familiar with CLI — built to teach while it automates.

pythonopen sourceapstraapinetworkingdc networking

NetMgmt

Network automation and config management tool for building and pushing full leaf/spine fabric configs, validating changes, maintaining a config repository, and diffing changes.

networkingautomationansiblevagrantdc networkingpython

AI Notebooks

Collection of Jupyter notebooks for AI/ML exploration and learning across various topics.

jupyternotebooksai mlexplorationml

Sa.i-5 Rifle — Teardown Weapon Mod

Futuristic sci-fi rifle mod for the game Teardown with two destructive firing modes (Evaporate and Liquify), particle effects, configurable hotkeys, and an in-game options menu.

luagame moddingteardownmoddinggameplay

SDXe 2017 Conference Talk

Presentation at the SDXe conference on network automation tools available to network engineers for automating and simplifying DC and enterprise infrastructure management.

speakingnetworkingautomationdc networking

Presto — AI PRD Management

AI-powered Kanban system for managing Product Requirements Documents with automated development workflow integration.

prdproduct managementaiworkflow automationagentic ai

That1Guy15_eli5_clm-model

Causal language model fine-tuned on the ELI5 dataset and published to Hugging Face, demonstrating hands-on model training with GPT-2, PyTorch, and the Transformers library.

huggingfacegpt2pytorchtransformerstext generationml

Agent Card

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