Blog

There is a difference between documenting a journey and performing expertise. I am trying to stay on the useful side of that line. This site is not here to pretend every build is brilliant or every idea becomes a product. Some experiments will stall. Some will be rebuilt. Some will turn out to be less…

Live entertainment teaches a simple truth: eventually, something will fail. The question is not whether a system can be made perfect. The question is whether the team can see the failure, understand it, respond to it, and recover before it becomes visible to the audience. That mindset translates directly into software and monitoring projects. A…

Operators do not use tools the way designers imagine users use tools. Operators are often busy, interrupted, watching multiple systems, and trying to prevent a small issue from becoming a large one. That changes the design priorities. Status must be obvious. Errors must be plain. Controls must be predictable. Dangerous actions should be hard to…

Scarlco Stream Recorder began with a practical question: how can I reliably record and review a live stream? The simple answer is FFmpeg. The more interesting answer is everything around it. Scheduling matters. Storage matters. Retention matters. Logs matter. Status matters. Recovery matters. Review matters. A recorder that technically records but gives the operator no…

For a long time, Git felt like something software developers used because they had to. Then I started building enough projects that the need became obvious. When AI is helping write code, the pace changes. Files move quickly. Features appear quickly. Mistakes also appear quickly. Version control turns that chaos into a history. It gives…

One of the most frustrating parts of AI-assisted development is watching a working feature disappear. Not because anyone intended to remove it. Not because the idea was bad. It just gets lost in the churn. A layout changes and a compatibility fix vanishes. A build script improves and the package structure regresses. A new feature…

AI is extremely good at producing plausible code. That is both its strength and its danger. A generated solution can look polished while quietly breaking an earlier feature. It can solve the current prompt while forgetting why a previous workaround existed. It can make a project feel like it is moving fast while introducing subtle…

The operator test is simple: Would this help someone make a better decision under real conditions? A tool can be beautiful and still fail the test. A dashboard can have dozens of widgets and still not answer the one question an operator actually has. A monitoring screen can be technically impressive and still bury the…

I did not set out to become a software developer. My career grew through live entertainment, technical operations, production systems, automation, video, audio, and a long series of problems that needed practical solutions. But after enough years of operating complex systems, you start to see patterns. You see the same missing tools. You see the…

"Scarl" came before Scarlco. In production environments, names get shortened quickly. There may be multiple Steves on headset, multiple people with similar names on a schedule, and not much patience for ambiguity when a cue is coming up. My name often appeared as S. Carl. Over time, that became Scarl. Later, when I wanted a…