Sampling Real Cases Into an Internal Eval Set
Build a fixed test set of real cases and a scoring rubric before deploying any LLM workflow.
Nils Ekstrand
The Deployment Desk
Features
A Two-Week Audit of What's Worth Automating
An ops team logs every task for two weeks to find what's worth automating.
Designing the Handoff So an AI Workflow Survives
The real reason AI workflows die isn't technical failure—it's human neglect.
Saoirse Dunleavy
More From The Deployment Desk
Instrumenting an Internal AI Assistant in Production
Log every AI assistant run like your company's legal defense depends on it.
Rashid Elbaz