Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →yogsoth-ai/hypothesis-formation-saturation-detection
Shared SOP: judge whether the current activity has reached information saturation
Passed 17 of 22 test cases with the skill, and 9 of 22 without it.
and 8 more in the full report
11 fixed6 passed either way2 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
We completed two passes auditing AWS IAM role policies for a fintech app. Pass 1 identified open S3 bucket permissions, unencrypted DynamoDB tables, and missing MFA enforcement on admin roles. Pass 2 reported S3 buckets exposed publicly, DynamoDB encryption disabled, and administrative access without second-factor authentication. Determine saturation and format output with decision, confidence rating, single-sentence reasoning, pass 2 delta, and action recommendation.
| Checked | Without skill | With skill |
|---|---|---|
| Judges the audit as SATURATED because pass 2 merely restates pass 1 findings in different words | Passed | Passed |
| Uses exact field label Judgment with uppercase enum value | Missed | Passed |
The instructions your model reads when the skill loads.
Judge whether the current activity has reached information saturation — decide whether to keep iterating.
Saturated (should stop iterating):
Not saturated (should keep iterating):
Judgment: SATURATED / NOT_SATURATED
Confidence: HIGH / MEDIUM / LOW
Rationale: [one-sentence rationale]
Last round increment: [what the most recent round added]
Recommendation: STOP / CONTINUE (with direction)
test cases passed, vs 9 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.