Why File Renaming Is Still a Hard Problem (And How AI Changes It)

Why File Renaming Is Still a Hard Problem (And How AI Changes It) If you've ever downloaded 200 research papers with random filenames like 1234-abcd-5678.pdf, or inherited a folder of client photos labeled IMG_0001.jpg through IMG_2847.jpg, you know the pain. File naming chaos isn't new. What's changed is how we solve it. The Problem: Naming Isn't About Filenames For decades, we've treated file renaming as a string manipulation problem: Bash scripts: for f in *.jpg; do mv "$f" "${f%.jpg}_renamed.jpg"; done PowerShell: Get-ChildItem | Rename-Item -NewName {$_.Name -replace 'old','new'} Regex tools: s/(\d{4})-(\d{2})-(\d{2})/\2-\3-\1/g These work... if you know exactly what pattern you're looking for. But here's the real problem: filenames don't tell you what's inside the file. You can't write a regex to rename report.pdf to Q3_Sales_Analysis_2024.pdf because the information isn't in the filename - it's buried in page 1, paragraph 2 of the PDF itself. Traditional Solutions: Rule-Based vs