FQ AI Summit 2026
Parallel AI Workflows and Human Overrides
How to run AI tasks side by side, keep approvals visible, and write a human override people can use.
My notes from attending the FQ AI Summit in New York, November 10, 2026.
- Which parts of a workflow can happen at the same time?Check the Dependencies Before Running a Workflow in Parallel
- What does a meaningful human release check include?What a Meaningful Human Release Review Includes
- How can a leader use AI to prepare a team message without inventing certainty?Build Leadership Talking Points From an Approved Fact Pack
- What should a team do after an AI workflow saves time?Where the Time an AI Workflow Saves Should Go
- What does employee participation in AI design actually mean?Bring Employees In While AI Decisions Are Still Open
- How do we keep a sequence of AI tasks from making an unapproved commitment?Mark Where Approval Is Needed in a Chain of AI Tasks
- What should be decided before an AI task runs repeatedly?Put a Limit on Repeated AI Tasks and Say When They Stop
- How do we combine work produced at the same time without losing consistency?Preserve the Decision History When Work Runs in Parallel
- Who should decide what a quickly built AI prototype is allowed to do?Agree a Quick AI Prototype's Scope With the People Who Own It
- How can employees help identify worthwhile AI use cases?Let Employees Name the Tasks That Drain Their Attention
- What does a human override need in order to work in practice?Make a Human Override Something People Can Use
- What should change when AI adds a new responsibility to someone's job?Treat a New AI Responsibility as a Role Conversation
- Whose perspective might an AI design workshop be missing?Invite the Quiet Expert to Review the AI Design
- Who pays when an organization asks employees to take initiative with AI?Say Which AI Learning Tools and Time Your Organization Provides