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Seven real Jev builds show where decision models fit: routing, browser actions, scoring, filtering, games, content analysis, and research triage.

Understand how tracks become events, why temporal context reduces repetitive alerts, and where event-aware video AI still fails.

Trace why privacy, latency, offline resilience, and smaller ASR models favor local speech while hybrid pipelines remain important.

See why multimodal indexing benefits from data locality, how home storage becomes an AI layer, and when cloud or hybrid search remains useful.

Understand why narrow tasks favor compact models, how specialization changes a local workflow, and where a larger general model still wins.

Trace how KV cache scales, why it limits concurrency and long chats, and how home servers can distinguish useful reuse from harmful eviction.

Learn how shared prompt prefixes create reusable KV blocks, why scheduling determines cache hits, and when prefix awareness adds no benefit.

See why tool access creates an authorization problem, how policy and approvals divide risk, and where too many gates make agents unusable.