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Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Passed 21 of 22 test cases with the skill, and 18 of 22 without it.
and 1 more in the full report
3 fixed18 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
A CI pipeline reports 3 unrelated unit test file failures in a project with modular boundaries and zero shared test state. Determine whether to investigate sequentially or in parallel.
| Checked | Without skill | With skill |
|---|---|---|
| Recommend parallel agent dispatch for 3 independent test failures. | Missed | Passed |
The instructions your model reads when the skill loads.
When you have multiple unrelated failures (different test files, different subsystems, different bugs), investigating them sequentially wastes time. Each investigation is independent and can happen in parallel.
Core principle: Dispatch one agent per independent problem domain. Let them work concurrently.
digraph when_to_use {
"Multiple failures?" [shape=diamond];
"Are they independent?" [shape=diamond];
"Single agent investigates all" [shape=box];
"One agent per problem domain" [shape=box];
"Can they work in parallel?" [shape=diamond];
"Sequential agents" [shape=box];
"Parallel dispatch" [shape=box];
"Multiple failures?" -> "Are they independent?" [label="yes"];
"Are they independent?" -> "Single agent investigates all" [label="no - related"];
"Are they independent?" -> "Can they work in parallel?" [label="yes"];
"Can they work in parallel?" -> "Parallel dispatch" [label="yes"];
"Can they work in parallel?" -> "Sequential agents" [label="no - shared state"];
}
Use when:
Don't use when:
test cases passed, vs 18 / 22 without
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