Speak from firsthand work
Bring what you have built, operated, advised, sold, measured, or observed directly.
The operating standard
Good judgment improves under examination.
The room works when experienced people can compare evidence, question assumptions, and revise their position without turning the exchange into a performance.
01 / Premise
The standard is behavioral.
The Calibration does not certify expertise. It creates the conditions in which expertise can be examined. Members bring consequential work, make the reasoning visible, and allow informed peers to test it.
02 / Members bring
Evidence of practice
Decisions, systems, engagements, launches, failures, and results with enough context to learn from them.
Claims worth testing
Ideas with consequences, not prompts for agreement.
03 / Members can expect
Informed friction
Questions from people who know where AI work becomes difficult.
Useful discretion
A private setting designed for candor, not content extraction.
04 / Community practices
How the room holds.
Simple expectations, applied consistently.
Separate evidence from inference
Say what the work showed, what you think it means, and where the distinction matters.
Name uncertainty plainly
Confidence is useful only when its limits are visible.
Challenge without performing
Pressure-test the claim. Do not turn disagreement into theater.
Protect confidential context
Share with care. The usefulness of the room depends on discretion.
Contribute before requesting attention
Membership is participation, not access to an audience.
05 / Admission and renewal
Fit is judged on contribution, not prominence.
Admission begins with an application and a conversation. Participation is reviewed periodically so membership continues to reflect active contribution and professional fit.
01Depth of practice
02Quality of judgment
03Ability to contribute
04Professional conduct
05Fit with the working norms
06 / Clear limits
Membership is not a certification, accreditation, endorsement, or promise of visibility. The Calibration is a private working community for AI leaders.
Applications are referral-based