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The Tensormesh Operator UI is a live view of your cache fleets: every engine, every GPU node, and the storage tiers behind them. It installs into the same cluster as the operator. The UI is read-only: it shows what’s wrong and which setting to adjust, but you make every change yourself with tmo-cli, Helm, or the engine configuration. See Access & Security for details.

What You Can See

Fleet Status

Every engine and node, its readiness and health, and what needs attention.

Cache Health

How full each cache tier is, whether storage backends are healthy, and early warning of problems.

Performance Over Time

Hit rate, eviction, capacity, and throughput trends — confirm a fix worked or catch a problem building.

Workloads and GPUs

Per-workload cache budgets and who’s over them, plus per-GPU utilization and hardware health.

Next Steps

Installation

Install the UI next to your operator.

Configuration

Connect metric history, GPU telemetry, and additional clusters.

Monitoring Your Fleet

Triage what needs attention, drill into nodes and GPUs, and track cache and performance trends.

Thresholds & Notifications

Decide what counts as a problem, and get notified when it happens.