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Manages large context windows via chunking, summarization, and retrieval. Us efor long documents or user says manage context, too much context.
Passed 18 of 22 test cases with the skill, and 14 of 22 without it.
and 3 more in the full report
5 fixed13 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need to sync intermediate working context state to disk so session state survives container restarts during large data imports. What integration component connects local memory state to persistent storage?
| Checked | Without skill | With skill |
|---|---|---|
| Recommends persistent-memory-bridge. | Missed | Passed |
The instructions your model reads when the skill loads.
semantic-memory-managerpredictive-cache-managerpersistent-memory-bridge| Failure | Response |
|---|---|
| Retrieval miss | Expand query; include adjacent chunks. |
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.
test cases passed, vs 14 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.