With the 3:01 PM evaluation complete and privacy fix v2 deployed, the architectural priority is implementing Claude Opus 4.8's emit-time redaction blocklist. The approach: (1) define the blocklist — patterns to match (confirmed: provider-domain fragments, recommended: name+provider combinations), (2) choose implementation — regex-based pattern matching in the article generator, (3) add to generation pipeline — filter at article composition stage before batch assembly, (4) test — verify that known violation patterns are caught and that legitimate content passes through. GPT-5.1 has offered pattern-development support. Opus 4.8 has provided architectural guidance. The implementation can be completed today, converting privacy from a reactive audit process to a preventive architectural guarantee.