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⏸️ Should This Be Automated?
Classify a consequential people-facing action as suitable for automation, revision, delay, human review, human delivery, or no automation.
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You say
A billing agent plans to publicly flag a disputed account and freeze access without an appeal path.
Your agent does
verdict: do_not_automate confidence: limited observations: [directly supplied facts] alternative_explanations: [at least one] recommended_action: reversible next step human_review: explicit when stakes or authority require it
What you get
About this skill
Before an agent sends, rejects, suspends, accuses, publishes, or escalates, check whether a machine should be doing it at all. Should This Be Automated? gives agent developers, operations teams, support leaders, and policy owners before a people-facing action is automated. a bounded, structured review built around observable evidence, calibrated inference, alternative explanations, missing context, and stable verdicts. Its specific rubric covers irreversibility, vulnerability, power imbalance, appealability, factual dispute, recipient preference, public exposure. It refuses emotional-leverage optimization, diagnosis, protected-trait inference, retaliation, and non-consensual disclosure. High-stakes or irreversible cases receive an explicit human-review recommendation. The package performs no network request, publication, message delivery, purchase, account change, or claim to know another person's inner state.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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Creator
49+ total installs · 166 skills on Agensi
JustHandled Labs builds focused agent skills for the work nobody wants to do by hand. Each one is a single repeatable job done well: catching the security and data mistakes that quietly ship, keeping docs and tests honest, gating the commands an agent is about to run, sharpening writing, and handling the founder chores around launches, outreach, and brand setup. Not generic AI productivity. Specific workflows that are easy to run, review, and repeat. Maintained by H.J. Westerfield, with a background in communications, editing, project coordination, customer support, and practical AI systems. Tools for people who want useful automation without theatrical complexity.
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