How do we keep users confident after a mistake?
Acknowledge the burden, return value quickly, and document how you will rebalance outcomes.
- Principle: Reciprocity
Quick answers
Match your principal's question to a principle-aligned response, then follow up with deeper resources.
How do we explain why the system did this?
Make the intent and inputs visible, then offer a plain-language narrative for non-technical audiences.
- Principle: Legibility
What if this change makes things worse?
Describe the rollback plan, monitoring triggers, and the criteria for pausing deployment.
- Principle: Stoppability
How do we avoid long-term drift?
Commit to stewardship cadence, versioned decisions, and explicit handoffs between teams.
- Principle: Continuity
Who is responsible when something goes wrong?
Name the accountable owner, document decision rights, and make escalation paths explicit.
- Principle: Legibility
How do we balance competing stakeholder needs?
Identify who bears the largest burden, then design compensating returns or protections.
- Principle: Reciprocity
Next steps
Invite deeper learning
Offer a path to explore the full mechanisms catalog or principle definitions.