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Multiple AI services can reserve overlapping memory budgets, forcing smaller batches, preemption, model eviction, CPU offload, or out-of-memory failures.

Cold start depends on how model weights are stored and read, not only SSD speed: layout controls metadata work, read parallelism, copies, and cache reuse.

Encrypted originals can still produce exposed thumbnails when apps write previews, caches, indexes, or backups into separately protected locations.

Sync can preserve competing versions, but only an ownership rule decides which content is authoritative, who merges it, and when deletion is safe.

Token scope converts a stolen automation credential from broad account authority into a bounded set of actions, resources, destinations, and time.

External audit logs survive more app failures and compromises because the monitored process cannot freely rewrite the evidence used to investigate it.

Encrypted backup recovery requires the data, the correct key path, intact metadata, a complete restore chain, and software that still understands the archive.

Network segmentation limits a compromised app to approved peers and destinations instead of the whole home network.