Freight Operations Dashboard
ActiveThe dashboard our ops team uses every day. Tracks shipment progress, monitors what's on schedule and what's falling behind. Replaced the Excel exports nobody liked.
Research & Development
research, experiments and growth across software, supply chain and operations
Built by G. Geralcus. I come from logistics and supply chain, and now I also build the software, data systems, and automation that support the work.
This site is where I document what I'm building and learning. Not just supply chain. Anything worth understanding or improving ends up here.
The dashboard our ops team uses every day. Tracks shipment progress, monitors what's on schedule and what's falling behind. Replaced the Excel exports nobody liked.
AI agent reads incoming emails, classifies them, pulls out vendor rates, and routes customer inquiries automatically. Replaced the manual workflow engine with direct AI-powered processing.
Moves 490K records from a 20-year-old legacy database to the cloud, fixes messy data along the way, and doesn't break anything while it runs.
Two AI agents running 24/7 across cloud and edge. One handles daily business ops, email triage, and customer inquiries. The other runs strategic analysis, market research, and calculations on a home GPU. They coordinate through encrypted mesh networking.
Runs on an affordable VPS with automatic failover between models. Now also powers a second instance on a home server with GPU acceleration for local inference. Total AI API cost reduction of about 80%.
Carrier schedules come in messy from sheets. This cleans them up and syncs everything so the sales team isn't chasing spreadsheets.
Look up Indonesian HS codes, tariffs, and import restrictions. Built it because the official tools are painful to use.
This website. Where I keep track of what I'm building and learning. You're looking at it.
Building a task decomposition and state machine system that lets the AI agent break down complex requests, delegate to specialized sub-agents, and recover from failures automatically.