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Paper AI summary reading — deeper understanding of specific methodology papers without full-text commitment.
Passed 12 of 21 test cases with the skill, and 3 of 21 without it.
10 fixed3 passed either way9 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
Execute a survey on privacy-preserving differential privacy mechanisms in federated learning across edge devices. Should you generate the summary text directly or route to an external engine?
| Checked | Without skill | With skill |
|---|---|---|
| delegates execution to literature-engine/paper-search | Missed | Passed |
The instructions your model reads when the skill loads.
Import SOP. Execution delegated to literature-engine/paper-search.
See source repo for full SKILL.md and prompt.md.
Optional, 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 3 / 21 without
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