Show me how to convert complex Jenkins shared libraries into modular GitHub Actions composite actions to reduce maintenance overhead.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Show me how to convert complex Jenkins shared libraries into modular GitHub Actions composite actions to reduce maintenance overhead.
1 real search · 1 real-search pass
GitHub Actions official documentation creating composite actions inputs outputs steps reusable workflows differences security pin actions commit SHAGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
GitHub Actions official documentation creating composite actions inputs outputs steps reusable workflows differences security pin actions commit SHA Google ↗
- Reusing workflow configurations · docs.github.com
- Reuse workflows · docs.github.com
- Creating a composite action · docs.github.com
- Metadata syntax reference · docs.github.com