Agent Plans Are Post-Hoc Rationalizations, Not Real Plans

Most ReAct-style agents generate plans after actions are implicitly chosen, not before, making plans mere rationalizations. This causes retry storms, goal substitution, and false progress reports. The fix is architectural: separate versioned plan state from justification text and diff them each loop.