AI Skill Refinery Field Note · 06

When AI Became a Recovery Workflow

A failing editing computer, hundreds of scattered media assets, and a too-small USB drive turned AI into a practical recovery workflow—not a novelty.

· Jason Hersh · RECOVERY

When AI Became a Recovery Workflow

Nothing makes you trust technology more than the fact that it has not failed yet.

My Creative Director told me about a documentary team that learned that lesson the hard way.

Their lead editor had spent years working from the same personal computer. It was old, but still powerful enough that nobody had a reason to distrust it—until it began failing while the Premiere project was still in progress.

The edit was not one neat file that could simply be moved to another machine. It depended on more than 300 media assets stored across folders, drives, caches, and directories.

For anyone unfamiliar with Premiere: the project file is essentially a map back to the original media. Change a filename, path, or source, and the edit can break with media errors.

The team had an older backup, but restoring it meant sacrificing days of work. They needed a forced handoff—fast and remote.

We received a scrolling video of the filenames from the frantic team. Our AI extracted those filenames, helped generate PowerShell scripts, searched the computer for matching assets, and organized what needed to move by USB. The instructions were delivered in plain language: what to paste, where to paste it, and how to know whether it worked.

Then the USB proved too small for the largest videos. The workflow adapted again: split the files, transfer the pieces, and reconstruct them on the other side without changing what Premiere expected to find.

What looked like days of manual labor and error became a few hours of stressful but structured recovery.

Small enterprises often do not have a doomsday plan. One technical failure can trigger a chain of problems the team is not equipped to solve.

We are now exploring how to turn this approach into a reusable skill for file transfer, collaboration, and recovery.

It is not complicated or glamorous. The most useful tools rarely are.