Insights

Thoughts on AI engineering, web scraping, LLM agents, MLOps, and building production systems.

AutomationCase StudyDockerFastAPIPythonReactSelenium

PythonFastAPISeleniumReactDockerAutomationCase Study

Automating CS2 Game Data with Selenium, Multi-VM Architecture & Cookie Management

How I built a CS2 automation system for a client — managing Steam logins, cookie expiry, game launches, and web scraping across 5 machines with SSH and Docker.

2026-07-068 min read