Install any skill in seconds. Free to start, no credit card required.
Get Started Free →yogsoth-ai/competing-hypothesis-generation
SOP: Generate mechanistically distinct competing hypotheses for the same phenomenon
Passed 17 of 22 test cases with the skill, and 5 of 22 without it.
and 19 more in the full report
15 fixed2 passed either way2 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
Phenomenon: Server response latency spiked by 400ms during peak morning trading hours between 09:30 and 10:00 EST. Please generate alternative competing hypotheses in JSON format to help our team investigate the root cause.
| Checked | Without skill | With skill |
|---|---|---|
| Output returns an error message stating that the primary hypothesis is required. | Missed | Passed |
| Output halts hypothesis generation until preconditions are satisfied. | Missed | Passed |
The instructions your model reads when the skill loads.
Generate genuinely distinct competing hypotheses for the same phenomenon to guard against confirmation bias and keep explanations open.
Not satisfied → stop and return error: primary hypothesis and phenomenon description required.
[
{
"hypothesis_id": "CH1",
"statement": "Competing hypothesis statement",
"mechanism": "Different causal mechanism from the primary hypothesis",
"theoretical_basis": "Theory or reasoning supporting this alternative",
"key_difference": "How this differs mechanistically from the primary hypothesis",
"shared_prediction": "Prediction shared with primary hypothesis (makes discrimination hard)",
"unique_prediction": "Prediction unique to this hypothesis (enables discrimination)"
}
]
At least 2 competing hypotheses, each mechanistically distinct from the primary hypothesis.
test cases passed, vs 5 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.