Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →yogsoth-ai/experiment-execution-paper-search
Import SOP: paper AI summary reading (from literature-engine skill)
Passed 15 of 19 test cases with the skill, and 9 of 19 without it.
and 5 more in the full report
8 fixed9 passed either way4 still failing1 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 executing the literature-search SOP, what artifact must be read for every paper analyzed in the review?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies reading AI-summarized reports for every paper analyzed. | Missed | Passed |
The instructions your model reads when the skill loads.
Paper AI summary reading — imported from literature-engine skill.
Import — invokes literature-engine skill's paper-search SOP.
Available to all campaigns for quickly obtaining AI-generated paper summaries (method overview, key contributions, experimental setup, etc.).
get_paper_contentpaperOptional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
|---|---|
| literature-search | Medium-depth literature search — read AI-summarized reports for every paper analyzed |
test cases passed, vs 9 / 19 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.