Blog

Building JobLab on AWS Fargate

August 2026

Explore the live JobLab dashboard, then inspect the Python, Docker, Terraform, ECS Fargate, S3, and Supabase pipeline that rebuilds its optimization-focused dataset each day.

Building JobPilot's Technical Architecture

April 2026

Inside JobPilot's SvelteKit, Convex, FastAPI, Supabase, Gmail, and task-agent architecture, from a personal search request to an updated application board.

Connecting JobPilot to ChatGPT with Device Authorization

April 2026

Learn how modern apps let you connect your ChatGPT account directly—no API keys, no extra cost, and a smoother AI experience across tools.

Deploying MLflow on Railway

March 2026

MLflow + Railway + PostgreSQL + S3 + LLM Tracing

Deploying FastAPI on Railway

February 2026

A complete big-picture guide to deploying FastAPI on Railway, from local development to live production, including cost insights and frontend integration.

Testing an SCND Cost Function Before Optimization

January 2026

Two supply chain network designs can both satisfy demand yet produce very different total costs. This article explains why cost-function analysis should come before building an optimization model.

Building the JobLab Analytics Frontend

December 2025

How I built the Next.js, TypeScript, Mantine, ECharts, Zustand, and Supabase frontend that turns JobLab's normalized job records into interactive analysis.

PostgreSQL on Railway: Simple Setup, Honest Costs

November 2025

PostgreSQL in Railway railway postgres pricing 2025 2026