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Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies
Passed 21 of 21 test cases with the skill, and 11 of 21 without it.
and 11 more in the full report
11 fixed11 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
We have 3 failing test files: test-a.ts, test-b.ts, and test-c.ts. All three test files hardcode writes to a single shared file named /tmp/test-db.json on local disk, causing write lock collisions when run simultaneously. Can we dispatch 3 parallel agents to run and fix these tests in parallel without modifying test infrastructure?
| Checked | Without skill | With skill |
|---|---|---|
| The response identifies shared file writes to /tmp/test-db.json as a blocker for parallel dispatch. | Passed | Passed |
| The response recommends running the test investigations sequentially. | Missed | Passed |
The instructions your model reads when the skill loads.
You delegate tasks to specialized agents with isolated context. By precisely crafting their instructions and context, you ensure they stay focused and succeed at their task. They should never inherit your session's context or history, you construct exactly what they need. This also preserves your own context for coordination work.
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"];
}
test cases passed, vs 11 / 21 without
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