spectra-ask

You can retrieve grounded answers by triggering a query that uses vector search to read matched openspec files, strictly sourcing responses from those documents and returning references to prevent reliance on external knowledge.

Yes, multilingual query support allows you to ask documentation questions in Chinese, English, and Japanese. The pipeline processes these inputs to perform vector search and retrieve grounded answers from openspec documents.

The best way to prevent reliance on external knowledge is to use a grounded Q&A approach that strictly uses openspec sources for sourcing. This ensures answers are derived exclusively from the documents, returning transparent references to matched files.

Yes, the spectra pipeline provides transparent sourcing by returning references to the matched openspec files used to generate each answer. This ensures you can verify the exact documents sourced for the grounded response.

A key limitation of grounded document-based Q&A is that it strictly sources answers exclusively from openspec documents. It will not provide responses or make assumptions based on external knowledge outside of the indexed repository.