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Get Started Free →yogsoth-ai/abstraction-laddering
Move between concrete and abstract framings — 3 levels up (Why?) and 3 levels down (How?) to find the most productive research level.
Passed 5 of 22 test cases with the skill, and 3 of 22 without it.
2 fixed3 passed either way17 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
What execution mechanism and subagent launcher tool should be used when asked to carry out an abstraction laddering framing process on a product requirement?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies spawn-agent as the subagent execution mechanism. | Missed | Passed |
The instructions your model reads when the skill loads.
Navigate abstraction levels to find productive framings.
Subagent — spawned via subagent-spawning/spawn-agent.
One unit = one abstraction ladder construction.
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 3 / 22 without
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