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
Create a useful budget model for a workflow by including retries, review time, input size and peak demand.
Final project: A three-scenario cost worksheet and a capacity policy with review triggers.
These notes describe the scope. Saving a selection does not provision a system or collect payment.
Define a useful unit such as one approved brief or one reviewed support suggestion. A model call may be only one step toward that unit. List retrieval, tool use, retries and human review so the budget describes the work the team actually needs.
Keep assumptions separate from observed usage. If the workflow is not running yet, label expected input sizes and review time as estimates. The worksheet becomes more useful when those estimates can later be replaced with measured values.
Practice: Draw one unit of work as a sequence and attach a possible cost to each step.
Keep: A unit-of-work cost map.
Practice brief: A team plans a briefing workflow with routine tasks, repairable input problems, and blocked cases. Build the three-scenario cost worksheet and capacity policy using explicit assumptions. The exercise estimates work and review effort; its numbers are planning inputs, not reported Norla usage or customer savings.
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.