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Abstract biological principle to design principle. Bridge from biology to engineering.
Passed 2 of 11 test cases with the skill, and 2 of 11 without it.
1 fixed3 passed either way18 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
A test case the skill fixed. Same model, same prompt, with and without the skill.
We are engineering painless micro-needle insertion arrays based on the serrated maxillae and vibratory insertion mechanics of mosquito proboscises. Abstract the multi-part puncture mechanics into mechanical force and vibration specifications for micro-injector needles.
| Checked | Without skill | With skill |
|---|---|---|
| The agent delegates the request to a subagent spawned via subagent-spawning/spawn-agent. | Missed | Passed |
The instructions your model reads when the skill loads.
Abstract biological principle to design principle.
Subagent — spawned via subagent-spawning/spawn-agent skill.
Abstraction requires careful removal of biological specifics while preserving the functional essence, then mapping to engineering design space. Benefits from focused analytical attention to avoid over-literal or over-abstract transfers.
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 2 / 11 without
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