Self-tuning inferenceConcept animation · Solar
The complete self-tuning inference loop Production GPUs send telemetry to Grafana. An agent captures a workload and tests recipes on an isolated GPU. Validation gates a canary release and traffic promotion. Failed canaries restore the known-good deployment. 01 Production GPUs Current recipe · live GPU 1 GPU 2 GPU 3 GPU 4 02 Grafana / metrics Observe the real workload Latency · queue · VRAM 03 Tuning agent Compare repeated runs Throughput within SLO 04 Isolated test GPU Replay · no user traffic 05 Validation gate Quality + SLO + health Held-out quality set PASS BEFORE RELEASE 06 Traffic router Old 100% · new 0% CANARY → PROMOTE