Cresec skill-to-tool worksheet

Job and expected result:
Owner and reviewer:
Example input (use permitted or sample data):
Required output:

Inputs: required fields, allowed values, source and access rules
Fixed steps: validation, routing, calculations and formatting
AI decisions: declared choices and what happens when confidence is low
Review: what a person must check before using or sending the result
Connections: app, account owner, read/write scope and permitted destination
Exceptions: missing fields, conflicting facts, unavailable systems
Unknown outcomes: who checks whether an action happened before any retry
Sharing: approved version, people allowed to run it and maintenance owner

Acceptance cases: ordinary input, missing input, conflicting input,
untrusted instructions, permission refusal and a repeated submission.
Compare correctness, review effort, model calls and tokens across the same cases.

https://cresec.ai/blog/ai-skill-to-internal-tool/