Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →yogsoth-ai/alternative-model-generation
Generate alternative model formulations by relaxing, replacing, or generalizing specific assumptions.
Passed 9 of 17 test cases with the skill, and 2 of 17 without it.
and 4 more in the full report
8 fixed3 passed either way11 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
When reporting capacity usage during an assumption-relaxation sweep across baseline neural architectures, how is one unit of consumption defined in the budget accounting system?
| Checked | Without skill | With skill |
|---|---|---|
| Defines one unit as one alternative model generation pass. | Missed | Passed |
The instructions your model reads when the skill loads.
Generate model variants by relaxing assumptions.
Subagent — spawned via subagent-spawning/spawn-agent.
One unit = one alternative model generation 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 2 / 17 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.