Forgot to update the follow-up. The previous conclusion was not to cc-switch to the Codex desktop client. Let GPT troubleshoot itself—it seems like the issue lies in the handling of conversation_id, which is causing a slightly lower cache hit success rate. Switched to Z-code, and with the same token consumption, the cost is roughly 1/3 of before.