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Use when the workflow works but needs to handle more complex cases or produce higher-quality output through better tools, context, prompts, or models.
Passed 21 of 25 test cases with the skill, and 11 of 25 without it.
and 7 more in the full report
10 fixed11 passed either way4 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.
Our SQL generation assistant writes syntactically valid queries but occasionally generates non-existent column names when schemas are large. We want to give the assistant the ability to validate generated SQL against a database engine before returning answers. Which category of enhancement does this represent?
| Checked | Without skill | With skill |
|---|---|---|
| The response classifies adding schema validation tools under Better Tools. | Missed | Passed |
The instructions your model reads when the skill loads.
Invoke /agent-workflow — it contains workflow principles, anti-patterns, and the Context Gathering Protocol. Follow the protocol before proceeding — if no workflow context exists yet, you MUST run /teach-maestro first. Consult the tool-orchestration reference in the agent-workflow skill for adding tools effectively.
Take a working workflow and make it more capable. Amplification adds new abilities without breaking existing functionality.
Better Prompts
Better Tools
Better Context
Better Models
test cases passed, vs 11 / 25 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.