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• Microsoft TodoCreates, finds, completes, and organizes tasks in Microsoft To Do.
• Mixed Initiative FlowDefines when AI leads, when the user leads, and how to hand off control.
• Output Quality RubricsDefines what a good AI output looks like in terms of accuracy, relevance, and helpfulness.
• Persona ArchitectureDefining AI character, voice, and personality traits.
• Task DecompositionBreaks a complex goal into subtasks that AI agents can handle.
• Tone CalibrationAdjusts formality, warmth and confidence to fit each audience and context.
• Transparency PatternsShows users what the AI knows and how confident it is.
• Trust CalibrationHelping users form warranted trust in the AI — neither overtrust nor undertrust .