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Search for positive deviants and extract transferable principles using Appreciative Inquiry.
Passed 15 of 21 test cases with the skill, and 5 of 21 without it.
and 15 more in the full report
11 fixed5 passed either way6 still failing1 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.
Data Center Alpha reduced power consumption by 25% without sacrificing compute performance. We need an appreciative inquiry to document this success. What specific SOP table tool is listed for subagent spawning?
| Checked | Without skill | With skill |
|---|---|---|
| References spawn-agent for subagent execution. | Missed | Passed |
The instructions your model reads when the skill loads.
Subagent — spawned via subagent-spawning/spawn-agent.
One unit = one complete appreciative discovery (positive deviants + enabling conditions + principles).
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
|---|---|
| spawn-agent | Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent. |
test cases passed, vs 5 / 21 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.