# AI providers require output format standardization - WordPress block markup vs markdown creates inconsistent user experience - Pointer to 04:15 timestamp discussing format differences <!-- atomicity: 1 idea ✓ --> ## Links - [[3. Resources/Permanent Notes/A Standardized Harness Turns Model Access Into a Second-Sourceable Supply Decision]] — applies-in: a shared output contract makes provider changes practical because downstream consumers no longer need provider-specific format handling - [[3. Resources/MOCs/AI & the Future of Knowledge Work MOC]] — applies-in: the MOC lists this note under Amplifier thesis & the harness. ## Source - [[3. Resources/Readwise/Articles/WordPress Community AI Experiments]]