Ridark (@ridark_eth)

$277 a month. That is the bill for 11 AI providers at mid-tier plans, most sitting idle between projects. One model for images, another for video, another for audio, another for editing. Five subscriptions, twelve tabs, a folder full of assets nobody can trace back to the model that made them....

Most people who build a multi-step agent build a line. Step one, step two, step three, each one waiting for the last to finish. It runs. It also runs at the speed of everything added together, and it breaks the moment one step in the middle returns something unusable....

When your app has to work on a zoo of dozens of real phones, different vendors, Android versions, screen resolutions, manual testing quickly turns into a nightmare. Below is a Python pipeline that discovers every connected device on its own, installs the APK on all of them in parallel, runs instrume...