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PSYBORG / RESPONSIBLE DEPLOYMENT

Responsibility is a process, not a promise.

Four functions that turn good intentions into a working practice.

Risk-management framework · Updated 2026-09-27

A useful framework

NIST organizes AI risk management around four functions: Govern, Map, Measure, and Manage. Together they connect responsibility, context, evaluation, and action.

Make it specific

For a team, that can mean naming an owner, documenting how a tool will be used, choosing relevant evaluations, and deciding how unacceptable outcomes will be addressed. Our recommendation is to write these decisions down before launch.

Keep the loop open

A successful test is not a permanent guarantee. Revisit the process when users, data, capabilities, or deployment conditions change. Record what you found and what you changed, so learning survives a handover.

SOURCE & FURTHER READINGNIST · AI RMF Core