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Group observed failures by mechanism (not symptom), identify common triggers per cluster, estimate frequency and severity.
Passed 16 of 20 test cases with the skill, and 15 of 20 without it.
and 2 more in the full report
5 fixed13 passed either way1 still failing4 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
If a CI pipeline analysis routine executes 4 distinct failure clustering passes across different test stages, what is the total budget unit consumption according to the budget rules?
| Checked | Without skill | With skill |
|---|---|---|
| Calculates the budget consumption as 4 units | Missed | Passed |
The instructions your model reads when the skill loads.
Cluster failures by underlying mechanism.
Subagent — spawned via subagent-spawning/spawn-agent.
One unit = one failure clustering pass.
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 15 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.