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Keep scoped preferences in a subject-bound local profile, commit sourced corrections transactionally, and load the current profile before invoking a real CLI host. Add pause/export/forget controls and deleted-source replay rejection.
Validation: all 3 repository tests, real MCP calls, and an extracted-package correction/pause/delete flow passed. A real Codex invocation loaded the saved preference and followed it. CI passed on macOS, Linux, and Windows. Cursor tool discovery passed; its model conversation remains blocked by local access limits. Automatic identity mapping, history ingestion, and reflection scheduling are not included.
Use Python 3.11+. English and Chinese guides and Apache-2.0 notices are included.