Why agent handoffs matter more than model choice
A practical guide to ownership, context boundaries, and the moments where automated work needs a human decision.
NORLA ACADEMY / RESOURCE DETAILS
An advanced written sequence for designing a creative workflow in which AI-assisted production remains connected to a clear brief, accountable review and a usable asset handoff. Build an operating system for the work around the creative output, including ownership, versioning and decisions that should remain explicit.
Trace a request from intake to publication and identify the decisions at each boundary. The offer, audience, product facts, channel requirements and approval owner should be clear before production begins. If they are not, the workflow needs an explicit dependency rather than a larger batch of generated options.
Assign owners to decisions, not only to tasks. Several people may contribute to an asset, but one person should be responsible for resolving an unclear brief or conflicting feedback. An operating map helps the team see where work is waiting and what information would allow it to proceed.
Practice: Map one recent creative request and identify three points where an unclear decision slowed or complicated the work.
Keep: A creative workflow and decision-ownership map.
Practice brief: A campaign team is reviewing a landing-page concept with a factual correction, a disputed visual preference, and an unresolved release date. Build a decision map and release handoff that keeps these issues separate. The exercise finishes with a reviewable package, not a claim that the asset is authorized for publication.
NORLA EDITORIAL / FIELD NOTES
Working methods, decisions to document, and useful questions to take into your next project.
A practical guide to ownership, context boundaries, and the moments where automated work needs a human decision.
Clear scopes, visible sellers, useful evaluations, and orders that remain understandable after purchase.
How cohort learning, templates, practice, and peer feedback make agent skills durable inside a marketing team.