Building Production AI at LineCrush

Austin Spraggins

Co-Founder & CTO
AI Systems
Agent Orchestration
Full-Stack Product
I build AI agents that ship production software—and the platforms they run. At LineCrush, that means autonomous delivery, multi-model intelligence, native apps, and an AI-native game studio.
Austin Spraggins - Co-Founder & CTO
27K+
Monorepo Commits
64
Agent Skills
366
API Handlers

Interactive Terminal

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Production AI, end to end

I build the agents—and the systems they ship.

My work at LineCrush goes beyond model calls. I design the product intelligence, the delivery agents, the proof gates, and the infrastructure that turns AI into reliable software.

01Investigate
02Build
03Prove
04Review
05Gate
06Ship

Autonomous engineering agents

Issue intake → real product proof → safe release

A provider-neutral delivery system turns Linear issues into investigated, implemented, reviewed, and proven changes. Durable Codex and Claude sessions recover work instead of starting over.

Codex
Claude
Linear
Durable Sessions

Multi-model product intelligence

Models are routed by job, with fallbacks and validation

OpenAI, Gemini, Claude, Perplexity, and vision/OCR workflows power sports research, signal search, AI picks, betslip analysis, reports, and quality checks inside one production platform.

LLM Orchestration
Vision
NLP
Realtime Data

An operating system for agents

64 tracked agent skills across the LineCrush monorepo

Shared skills, commands, MCP tooling, repo maps, and evidence gates give every agent the same engineering standards across Next.js, Python, SwiftUI, Kotlin, and infrastructure work.

MCP
Agent Skills
Code Review
Cross-platform

AI-native game production

Space Miner builds proven on Windows and Linux / Steam Deck

LineCrush Games combines human art direction with agent-controlled Godot workflows, generated and rigged 3D assets, authored AI audio, predictive enemy behavior, headless capture, and repeatable native exports.

Godot 4.7
GDScript
3D Pipelines
Automated QA

Selected Products

Production AI platforms, autonomous delivery systems, original games, and focused independent work.

Flagship Project
Co-Founder & CTO

LineCrush

The production sports intelligence platform I architect as Co-Founder and CTO. It combines AI picks, realtime signal search, vision-powered betslip analysis, autonomous engineering agents, and one shared data platform across web, native mobile, and browser extensions.

Autonomous Delivery
Agents take issues through proof
Multi-model AI
Research, picks, reports, vision
4 Product Clients
Web, iOS, Android, extensions
Realtime Platform
Signals, alerts, live data
Next.js 15
TypeScript
Python
PostgreSQL
Redis
Codex + Claude
OpenAI + Gemini
AWS
Vercel
Visit LineCrush
Real-time
Data Processing
AI-Powered
Analytics
12 Sports
Coverage
Full Stack
Architecture
LineCrush R&D
AI-native game studio

LineCrush Games

I'm building original Godot titles with an AI-accelerated studio workflow: agents can operate the editor, generate and rig production assets, run headless tests and captures, and create repeatable installable builds. Human product taste still owns every gameplay, feel, and art-direction call.

Godot 4.7
GDScript
Godot MCP
3D Asset Pipelines
Headless QA
Steam Deck

Space Miner, RockHunter, and MERIDIAN are active original game projects.

Space Miner
Steam Deck-first 2.5D survival miner
AI Asset Pipeline
Concepts, rigged models, audio, UI art
Agent-controlled Godot
Scenes, scripts, captures, playtests
Native Builds
Windows and Linux / Steam Deck proven

Independent & Client Work

Real Business Impact

SaveALife CPR

Business automation tool that streamlines CPR/First Aid course registration from Bookeo to Canadian Red Cross MyRC portal. Saves hours of manual data entry for training organizations.

Automation
Python
API Integration
Business Tool
Client Project

Constrong

Modern, responsive single-page website for a professional concrete contractor in Ontario, Canada. Features dark theme, smooth animations, image gallery, and contact forms.

Next.js 16
TypeScript
Tailwind
Business Site
8 Stars

Bible AI Explorer

Cutting-edge Biblical web application using AI Agents to provide scripture-based answers. Features chat interface, verse lookup, and contextual Bible study tools.

AI Agents
Next.js
OpenAI
Vercel
5 Stars

AI Tutor WebApp

An intelligent AI tutor designed for children that guides them to learn without giving direct answers. Encourages critical thinking and self-discovery through Socratic questioning.

AI
Education
React
OpenAI

More Projects

Win11 PWDump

4

Security tool for Windows credential retrieval with GUI

PowerShell
Security
Windows
View Project

Perplexity MCP Server

3

Model Context Protocol server for Perplexity AI integration

MCP
AI
TypeScript
View Project

Bible Chat Mobile

2

Expo mobile app for AI-powered Bible conversations

React Native
Expo
AI
View Project

Perplexity CLI Tool

2

Command-line interface for Perplexity AI queries

CLI
Python
AI
View Project

SmartShell

1

AI-powered command-line tool with intelligent suggestions

AI
CLI
Windows
View Project

Doc Magic

Tool for creating large context documentation in markdown

Documentation
Markdown
Developer Tools
View Project

Web Scraper Assistant

1

Firecrawl API powered web scraping tool

Web Scraping
API
Automation
View Project

Quest Mates

Gaming social platform for finding your Player 2

Social
Gaming
Next.js
View Project

Shadow Gaming

Gaming content with 10K+ subscribers

Visit Channel

Expertise & Impact

Architecture, product intelligence, autonomous delivery, and the infrastructure to run it all.

27K+
Monorepo Commits
64
Agent Skills
366
API Handlers
4
Product Clients
2
Native Game Builds
2+
Years in Production

Agentic AI Engineering

Built autonomous delivery agents and multi-model product systems with durable sessions, provider routing, custom MCP tooling, evidence gates, streaming, vision, and NLP pipelines.

Codex
Claude
OpenAI
Gemini
Perplexity
MCP
Agent Skills

Full-Stack Architecture

Owns a production platform spanning nearly 1,000 TSX modules, 366 API handlers, Python data services, native iOS and Android clients, and browser extensions.

Next.js 15
React
TypeScript
Python
SwiftUI
Kotlin
PostgreSQL

System Design

Architected real-time data pipelines, distributed cron jobs, multi-tier Redis caching, and 120+ PostgreSQL tables with complex relationships.

Redis
PostgreSQL
Real-time Systems
Caching
Data Pipelines

DevOps & Infrastructure

Managing Ubuntu VPS with automated deployments, Vercel edge functions, AWS services, and production monitoring for 24/7 operations.

AWS S3/SES/CloudFront
Ubuntu VPS
Vercel
Docker
CI/CD

Technical Leadership

As Co-Founder and CTO, I set technical direction, translate product bets into architecture, and created the agent workflows that let a small team ship with serious leverage.

CTO
Architecture
Product Strategy
Agent Operations
Code Review

Data Engineering

Built web scrapers for YouTube, podcasts, news, and social media. Real-time NLP analysis and automated data processing pipelines.

Web Scraping
ETL
NLP
Automation
Cron Jobs

Coding Activity

Live coding stats tracked by WakaTime

WakaTime coding activity bar chart
WakaTime coding activity heatmap
WakaTime badge for Context-Pro-AI

Core Tech Stack

Frontend

Next.js, React, TypeScript, Tailwind, shadcn/ui

Backend

Python, Node.js, PostgreSQL, Redis

AI/ML

OpenAI, Anthropic, Gemini, Perplexity, MCP

Infrastructure

AWS, Vercel, Ubuntu VPS, Docker

My Journey

From truck driver to Co-Founder & CTO. Here's the path that led me to building production systems at scale.

Early Days

The Beginning

Born and raised in the mountains of O'Neals, California, I developed a fascination with technology from a young age. The serene environment sparked my curiosity about how things work in the digital world.

Curiosity
Self-taught
Problem Solving

First Career

Hitting the Road

My first career was as a truck driver, which taught me valuable lessons about responsibility, time management, and the importance of staying focused on long-term goals. These skills would prove invaluable in tech.

Discipline
Time Management
Long-term Thinking

Tech Transition

Discovering My Passion

I transitioned into tech, following my lifelong passion. I began teaching Web Development at Bitwise Industries and Geekwise Academy, igniting a love for sharing knowledge and inspiring others in the field.

Teaching
Web Development
Mentorship

2024-Present

Leading at LineCrush

As Co-Founder & CTO at LineCrush Inc, I own every layer of our stack — 27,000+ monorepo commits across web, Python services, native mobile, and games. I built an agent operating system around that work: durable Codex and Claude sessions, custom MCP tooling, shared skills, proof gates, and autonomous issue-to-production delivery.

AI/ML
Agents + Product AI
Frontend
Next.js 15
Backend
Python
Database
PostgreSQL
Co-Founder & CTO
Full Stack
System Design
DevOps
Game Systems

Today

Family & Future

Austin Dillon Spraggins

At 35, I'm a proud father of two wonderful children, Lilly (9) and Julian (13) Spraggins. Based in Fresno, California, combining my passion for technology with the joys of parenthood.

Austin Dillon Spraggins

I'm excited to create a future where my children can see the positive impact of technology and innovation. Every line of code is building toward something meaningful.

Get In Touch

Open to contracts, consulting, and interesting problems. Tell me what you're building and I'll get back to you fast.