Duly Noted

Use the RIPE framework (Role, Info, Process, Expected output) to mirror how AI was trained, and give it enough input to avoid the invention ratio trap.

The setting a role helps more than you’d think. But anyways. Garbage in garbage out.

_{Quote Citation: Will Ness, “Why Claude Gives You Generic Slop (And How to Fix It) | Will Ness”, December 25, 2025, https://willness.dev/blog/fix-generic-outputs-from-claude-ai}