QFinch ingests and normalizes multiple public vulnerability and risk sources, correlates identifiers and affected versions, and updates its canonical knowledge base through source-aware schedules.
The security assistant retrieves from this knowledge with freshness and citation controls. It can help explain an advisory, affected-version context or remediation, but material decisions should be verified against cited sources and current product evidence.
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