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Remove watchdog tracking when backends stop, crash, or fail to start. Validate eviction addresses under the model lifecycle lock so delayed shutdowns cannot stop a replacement backend. Preserve replacement size estimates when removing an old address. Add lifecycle regression tests and document shutdown behavior. Fixes #12331 Assisted-by: Codex:gpt-6 Co-authored-by: localai-org-maint-bot <306269227+localai-org-maint-bot@users.noreply.github.com>