activeValidation
One-week usefulness test
Run a small prototype test during or after the weekly challenge and log the most practical learning.
Capture whether the project solved a real problem, confused users, or created enough interest to continue.
Prototype lab
Ideas should become small experiments before they become identities.
Use the lab to turn opportunities into low-pressure prototypes: define the hypothesis, invite collaborators, test with real humans, and record what changed.
Vibecoding integration
VWC prototypes can continue as focused experiments.
Use the prototype lab after a weekly challenge or monthly championship to test usefulness, invite collaborators, and decide whether a project deserves another iteration.
Experiment loop
Prototype, test, learn, iterate.
plannedValidation
Mini-retreat format rehearsal
Prototype a short facilitation sequence with collaborators and document safety, energy, and value model learnings.
Learn whether participants felt safe, oriented, and willing to return.
Validation insights
Reality feedback without vanity metrics.
Continue projects when at least one real person can describe the value in their own words.
Vibecoding outputs need a lightweight next-step conversation before they become incubations.