Self-tuning inference
Concept 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
❚❚ Pause
Next →
↺ Reset
Test rollback