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
A practical written workshop on treating prompts as maintained team instructions rather than isolated pieces of clever wording. Build a reusable structure, define how task data enters it and review changes against a small regression set before colleagues depend on a new version.
Start with the task's purpose, output requirements and boundaries. Keep durable brand rules, approved facts and task-specific context in separate sections. This makes the prompt easier to maintain and helps an operator identify which information is evidence and which information defines how the work should be performed.
State what to do when required inputs are missing or contradictory. A prompt should not reward completion at any cost. Give the workflow a way to ask for clarification, return an incomplete result or stop before an action that has not been authorized.
Practice: Rewrite one existing prompt into purpose, inputs, requirements, boundaries and missing-input behavior.
Keep: A reusable prompt structure.
Practice brief: A team has a source-based brief generator whose output often mixes observations with recommendations. Revise the instruction structure and review the change against repeatable inputs. The goal is a clearer artifact and change record, not a claim that a longer prompt eliminates every model failure.
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.