business · September 2026
Baseline before you automate
Measure one repeated process for five working days before choosing an AI intervention.
Protocol: Record frequency, human time, defects, rework, data boundary, and approval owner.
Monthly field tests
Run the same test. Compare the evidence.
Challenges align practitioners around a shared protocol. Work stays local; publishing a sanitized report is optional and always requires review.
careers · September 2026
One verifiable portfolio proof
Build and test one role-relevant artifact with an explicit AI-use disclosure.
Protocol: Use a public rubric, record revisions, and remove employer or student information.
teaching · September 2026
Declare the AI role
Redesign one learning task so permitted, required, and prohibited AI use is unambiguous.
Protocol: Test the instructions and rubric with sample work before learner use.
builders · September 2026
Find failures before features
Create ten adversarial or boundary cases for one AI workflow.
Protocol: Freeze the cases, version the system, classify failures, and define a rollback gate.