Intermediate · 5 min read
Compare standard and abliterated models on the same task
Choose models using your own acceptance checks, response times and confirmed costs.
Read with RuthlessChoose your starting point.
Intermediate guides
You know the basics. Build repeatable workflows, connect tools and test changes with Ruthless.
Intermediate · 5 min read
Build testable changes with Ruthless in your IDE
Move from a clear change request to an inspected diff and executable checks.
Read with RuthlessIntermediate · 5 min read
Review an API before launch with Ruthless
Trace routes, identity, input, output and billing through realistic test cases.
Read with RuthlessThese are starting points, not restrictions. You can read any lesson and ask Ruthless to explain an unfamiliar part.