Tag python

Software Testing

Building an AI-Driven Testing Pipeline (MVP): Using Jira as the Source of Truth

Introduction: Why I Started Experimenting with AI in Testing Over the past year, there’s been a lot of noise around AI in software development especially in testing. Tools promise autonomous QA, self-healing tests, and intelligent pipelines. But in reality, most…

Arttu Pakarinen
April 10, 2026

Machine learning

Building a Time-Sensitive Pool Betting Automation Project in Python: From Data Collection to ML and Execution

Introduction If you’ve ever tried to place pool bets manually right before a race or match starts, you already know the pain: odds move, schedules shift, and your decision window is tiny. Even if your logic is solid, timing can…

Arttu Pakarinen
February 18, 2026