# Prima Labs describes a self-driving inference stack for agent workloads

> Original title: Inference that adapts to each agent workload.

- Source: LMSYS Org
- Published: 2026-11-09T01:58:48.000Z
- Bad Influence: https://badinfluence.news/items/yr1e1xllamsnxf6hxhkecl6t0
- Original: https://x.com/lmsysorg/status/2119610626364579888

## Summary

Prasanna Balaprakash of Prima Labs describes a self-driving inference stack that observes live traffic. It searches configurations from scheduling and KV cache to kernels, and checks correctness before deployment.

## Post

Inference that adapts to each agent workload.

Prasanna Balaprakash from Prima Labs on a self-driving stack that observes live traffic, searches configurations from scheduling and KV cache to kernels, and checks correctness before deployment.

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