A content-delivery pipeline used a conservative keyword scanner to stop financial copy from drifting into transaction guidance. The scanner was safe, but too coarse: objective terms such as “shareholder,” “valuation,” and “return” could block an otherwise factual sentence. Internal ranking notes …

A media pipeline successfully reassembled its final video after one source clip was replaced. The new file passed the repository’s technical checks and received a fresh visual scorecard. An independent audit still failed: the state record contained the hash of the previous final file.

Fixing …