--- name: mixed-initiative-flow description: When the AI leads vs. when the user leads, and how to hand off control. --- # Mixed-Initiative Flow Mixed-initiative interaction is when both the human and the AI can take the lead. The designer decides who drives at each moment — and how control transfers between them. ## Initiative Spectrum Interactions sit on a spectrum: - **User-driven**: The user gives instructions, the AI executes. The user controls pace, direction, and scope. - **AI-driven**: The AI leads — asking questions, making suggestions, guiding the user through a process. - **Shared**: Both parties contribute. The AI proposes, the user edits. The user starts, the AI finishes. Most AI products default to user-driven. The interesting design space is in shared and AI-driven modes. ## Designing Initiative Handoffs The moment control shifts from one party to the other is where most interactions fail. Design these transitions: - **Explicit handoff**: "I've drafted three options. Which direction do you want to go?" — the AI clearly passes control. - **Implicit handoff**: The AI stops generating and waits, signalling the user's turn through UI affordance. - **Negotiated handoff**: "I could take this further or stop here for your input. What do you prefer?" - **Forced handoff**: The AI encounters a decision it can't make and must hand back to the human. ## When the AI Should Lead The AI should take initiative when: - The user is uncertain or exploring and needs guidance - The task has a known best-practice sequence the AI can walk through - The user has explicitly asked for help or coaching - Proactive suggestions would save time without being intrusive ## When the User Should Lead The user should retain control when: - The task involves subjective judgment or creative direction - Stakes are high and errors are costly - The user has strong domain expertise - Privacy or consent decisions are involved ## Anti-Patterns - **Initiative whiplash**: Control bouncing back and forth too rapidly - **Passive AI**: Never taking initiative even when it would help - **Overbearing AI**: Taking over when the user wants control - **Unclear ownership**: Neither party knows whose turn it is ## Design Artefacts - Initiative maps showing who leads at each stage - Handoff trigger definitions (what causes a transfer of control) - Autonomy level specifications per feature area --- Source attribution: Owl-Listener Original project: https://github.com/Owl-Listener/ai-design-skills/blob/f41b650435b62dec6d5b1dc3598ac4679f8b7ae7/skills/model-interaction-design/mixed-initiative-flow/SKILL.md License: MIT License information: https://opensource.org/license/mit Original upstream instructions; downloaded from Dave AI. ## Upstream license notice MIT License Copyright (c) 2026 MC Dean Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. # Dave AI resource metadata Creator / publisher: Owl-Listener Original project: https://github.com/Owl-Listener/ai-design-skills/blob/f41b650435b62dec6d5b1dc3598ac4679f8b7ae7/skills/model-interaction-design/mixed-initiative-flow/SKILL.md Attribution basis: Source repository record Fields of work: Design, Product Management Roles: Design System Lead, Growth Product Manager, Product Manager, Technical Product Manager, UX Designer Specialties: Cross Platform Tools: Tool not specified Country applicability: Country not specified Classification basis: Source catalog labels Instruction SHA-256: ff3c445676c60eda2913c7d9622d23581447b9d94b33c307396129570bbc61c8