What people use Kernl for

Here is one made start to finish, recorded in Kernl. It reads a year of card transactions, writes the dashboard from the real numbers, checks its own work, and ends on what it reported and the file it made.

Or hand it your own website the way you would hand it to a consultant. Here it reads getkernl.ai page by page in the browser, writes a prioritized review, opens its own report to check it, and says what to fix first.

Or the small stuff that never gets done: years of bookmarks with no order, sorted into folders you can import straight back, with a note about the duplicates it found on the way.

Or the question everyone has eventually: why is this computer so slow? It looks at what is actually starting with Windows and what is eating resources right now, then explains it in plain words - what to turn off, what to keep, and what would make the biggest difference - without touching anything.

And the one that says the most about how it works: a script that crashes. It runs the thing it was given, reads the error, fixes the cause, runs it again, hits a second bug further in, and keeps going until the run is clean. Every step here is the program actually running.