Toil Reduction

---
name: toil-reduction
description: Identify and remove recurring operational toil using frequency, interruption cost, automation safety, and reliability impact.
---
# Toil Reduction

Use when this procedure is the primary professional method needed for the assignment.

## Procedure
1. Confirm the decision or outcome this work must support, its scope, owner, constraints, and definition of success.
2. Establish the evidence baseline using on-call history, repetitive procedures, ticket volume, cron/job data, incident follow-ups, and operator time. Do not fill material gaps with assumptions when they can change the result.
3. Measure repeated manual work, distinguish necessary judgment from automatable repetition, automate the highest-value safe slice, and verify the automation does not hide failure.
4. Exercise realistic edge, failure, transition, or exception cases that could invalidate the result; record unresolved uncertainty explicitly.
5. Validate the output against the original outcome and any neighboring professional contracts so this skill does not silently absorb another specialist's authority.
6. Record the resulting artifact, measurements, decisions, provenance, and handoff information needed for another owner to reproduce or continue the work.

## Quality gate
The change measurably reduces recurring manual burden while preserving observability and safe escape hatches.