# A Published Quality Bar Scales Better Than a Headcount Cap ## Claim When demand is uncertain, a published quality bar adapts to the real applicant pool better than an arbitrary fixed headcount cap. <!-- atomicity: 1 idea ✓ --> ## Scope & conditions - Holds when the organization can support a variable cohort size — onboarding, mentorship, and communication capacity flex with however many pass the bar. - Breaks down when onboarding or support capacity is genuinely hard-fixed (a fixed number of seats, mentors, or budget lines) and can't flex past the plan. - Doesn't establish what the right quality bar is — only that a bar, not a headcount, is the better control variable under demand uncertainty. ## Evidence AAIF planned an ambassador pilot for about 10 people, drew over 1,000 applicants, and ended up welcoming 138 by holding to a published quality bar rather than an arbitrary cap — reading the pool as evidence of real demand to teach agentic-AI skills, not just build with them. ## Links - [[Commons & Community Governance MOC]] — selection that adapts to the real pool instead of an arbitrary ceiling - [[3. Resources/Permanent Notes/Open Source Depends on Teaching Labor That Has No Formal Home]] — because evidence-for; the 1,000+ applicant pool is direct evidence that informal teaching labor is both abundant and currently unrecognized. - [[3. Resources/Permanent Notes/DevRel Maturity Is a Five-Stage Progression Not a Binary State]] — because applies-in; scaling a program 13x past plan without breaking is a concrete maturity stress test. - [[3. Resources/MOCs/DevRel MOC]] — because applies-in; this is a reusable program-design decision for any DevRel cohort program facing uncertain demand. ## Tests / falsifiers - Compare outcomes (retention, contribution quality) between a quality-bar-scaled cohort and a fixed-headcount cohort facing similarly underestimated demand. - Find a case where a published quality bar let in far more people than the organization could actually support, degrading the experience for everyone — that would show the bar needs a capacity ceiling too, not just a quality floor. ## Maintenance - Last tended: 2026-08-16 - Next review: 2026-11-16 ## Source - [We Planned for 10 Ambassadors. We're Welcoming 138.](3.%20Resources/Readwise/Articles/We%20Planned%20for%2010%20Ambassadors.%20We’re%20Welcoming%20138..md) — reports the 1,000+ applicant pool and the quality-bar decision.