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
Build a small, inspectable evaluation process for one agent workflow, including inputs that should trigger clarification or refusal to proceed.
Final project: A 20-case evaluation workbook, scoring rubric, failure log and one-page release recommendation.
These notes describe the scope. Saving a selection does not provision a system or collect payment.
Start with a narrow workflow such as turning an approved campaign brief into a draft email. Identify the input fields, the intended user, the required output and the actions the workflow must not take. A description such as produces good copy is too broad to evaluate consistently.
Translate the job into observable checks: preserves the approved offer, includes the required disclosure, asks when a required field is missing, and produces a draft rather than sending a message. Separate hard failures from stylistic preferences so a pleasant tone cannot hide a factual error.
Practice: Write six acceptance criteria for one workflow and classify each as required, contextual or stylistic.
Keep: A workflow contract and scoring rubric.
Practice brief: A support team is considering an assistant that drafts answers from approved product guidance. Build the course's 20-case evaluation workbook around applicability, missing evidence, conflicting guidance, and unauthorized requests. The final recommendation should specify a supervised scope and unresolved risks rather than promise a universal accuracy level.
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.