Systems
The infrastructure behind the projects — multi-agent AI systems, data pipelines, server management, and automation that runs 24/7 without supervision.
FSS ForgeCore — multi-agent carrier. Agents move between zones based on their real-time activity.
How I Think About Systems
A good system is invisible when it works and obvious when it breaks. I build with that in mind — every moving part has logging, every failure has a recovery path, and the whole thing runs without babysitting. If something goes wrong at 3am, it fixes itself and tells me about it in the morning.
I come from a manufacturing background where downtime costs real money. That discipline carries into every pipeline, every cron job, every API endpoint I build.
Active Systems
Custom AI Automation Framework
LiveA proprietary multi-agent system that handles task management, code deployment, content generation, and infrastructure monitoring — running 24/7 on a home server.
SoakHauler Data Pipeline
LiveDiscord bot → SQLite databases → REST API → web dashboard. 22+ endpoints serving player data, economy tracking, mission logs, and PvP analytics for a Star Citizen org.
wfdnelson.com
LiveThis website — Next.js with automated blog engine, MDX content pipeline, dynamic sitemaps, and CI/CD deployment to a DigitalOcean droplet via nginx reverse proxy.
DAJobs Analytics Platform
LiveJob market analytics dashboard tracking remuneration and role data across Australian markets. Live on a secure subdomain with Streamlit frontend.
Automated Task & Knowledge Management
ActiveA custom-built system for capturing, organising, and acting on work across multiple projects. Ensures nothing falls through the cracks and every action is traceable.
Infrastructure Monitoring & Recovery
LiveAutomated health checks across all services with self-healing capabilities. Detects failures, restarts processes, and reports status — without manual intervention.
Infrastructure Stack
Compute
- • DigitalOcean droplets (Sydney region)
- • WSL2 development environment
- • Tailscale mesh networking
Web & Networking
- • nginx reverse proxy
- • Let's Encrypt SSL (auto-renewal)
- • DNS via Cloudflare
Data & Automation
- • SQLite databases
- • Structured data pipelines
- • Automated scheduling & deployment
- • Self-healing monitoring
API Endpoints
Live endpoints powering the SoakHauler ecosystem:
/api/agents/status/api/soakhauler-data/api/playerdata/player_profiles/api/playerdata/raid_logs/api/soakevents/events/api/soakevents/ledger/api/soakhauler/playerdata/raid_leaderboard/api/soakhauler/playerdata/raid_summary/api/intel/api/refineryNeed a system built?
Whether it's a data pipeline, automation workflow, or infrastructure setup — I build systems that run reliably and scale when needed.
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