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A saving response is decoded as fatal UTF-8 in both the request step and a UI step's save_response, so a malformed byte fails the step instead of saving U+FFFD in its place. A secret save first counts a lower bound on its redaction spellings from the value alone (it and its longer percent-encoded spelling), and refuses there when that cannot fit, before any spelling is built. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>