Explore the context behind the intelligence.

What the SRE role looks like today, next quarter, and one year from now.

A Path Forward: Delivering Value with AI for Production Engineering

The term 'non-functional' was a compromise from a simpler time. Today, with the arrival of AI tooling and enforceable regulation like DORA, this compromise is a liability. Reliability has to become an inseparable, measurable, and auditable part of the system's core behavior.

Agents resolve incidents end-to-end. They don't need seats. They read telemetry, correlate with code, config and deployments, form root cause hypotheses, and push the fix before the human is even paged.

A Production Engineering task involves 10x more services, 10x more tools, 10x more people, and 10x more time urgency than a Coding task, without any publicly available data to train via Reinforcement Learning.