Inside Agnitra’s GPU Telemetry Engine: Real-Time Intelligence for Real-Time Models
Most GPU monitoring tools show you yesterday’s problems. Agnitra shows you what’s happening this millisecond.
Our telemetry engine captures:
kernel execution patterns
memory fragmentation waves
SM occupancy
warp stalls
tensor routing behavior
load anomalies
GPU “heat map” timelines
This is not observability —
it’s live GPU introspection.
Agnitra uses this telemetry to make runtime optimization decisions in real time.
Your GPU cluster becomes a living system — analyzing, learning, optimizing.