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Institutional partnership routes

Begin with one real decision and the people it may affect.

M.I.N.D. is seeking early partners who value rigor over speed, learning over performance, and responsible limits over automatic scale.

Early engagements are exploratory and co-designed. They do not confer certification, compliance status, or assurance that an AI system is safe.

01

Stewardship readiness

Executives · boards · governance teams

Clarify institutional purpose, authority, blind spots, decision rights, affected-party participation, and prerequisites for responsible AI use.

02

AI use-case decision review

Program · product · procurement teams

Apply the working M.I.N.D. cycle to one consequential use case before approval, procurement, deployment, or expansion.

03

Bounded pilot studio

Institutions prepared to learn

Co-design a limited engagement with defined participants, safeguards, outputs, evaluation questions, stop conditions, and no presumption of scale.

04

Leadership and board learning

Decision-makers and accountable owners

Build metacognitive AI literacy around purpose, evidence, authority, uncertainty, dissent, recourse, and non-automation choices.

05

Research and evaluation partnership

Universities · funders · assurance experts

Study validity, usefulness, limits, cultural adaptation, environmental scope, and unintended effects with transparent methods.

A bounded engagement

No program before context.

Each phase has a decision point. Either party may determine that the conditions for responsible work are not present.

  1. 01Listen
  2. 02Scope
  3. 03Co-design
  4. 04Pilot
  5. 05Evaluate
  6. 06Decide responsibly

Conditions for good fit

Partnership requires shared responsibility.

We are seeking

  • A named accountable sponsor and a bounded decision context
  • Willingness to include relevant expertise and affected perspectives
  • Permission to examine incentives, uncertainty, and the option not to proceed
  • Commitment to evaluate learning and disclose material limitations

We will not support

  • Ethics theater or predetermined approval
  • Claims of certification or compliance based on a M.I.N.D. engagement
  • Collection of sensitive information without legitimate need and safeguards
  • Work that excludes people while materially increasing risks imposed on them

Your first inquiry

Tell us what you are trying to govern.

You do not need a finished proposal. Share the institutional context, the decision or question, and what a useful first conversation would clarify.

Open the inquiry pathway