Observability in the AI Era with New Relic’s Nic Benders

2026-02-18

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What happens when nobody wrote the code running in your production environment? As AI-generated software becomes standard practice, platform engineers face a new challenge: operating systems without experts to consult.Nic Benders, Chief Technical Strategist at New Relic, has spent 15 years watching observability evolve from basic server monitoring to understanding complex distributed systems. Now he's tackling the next frontier: how to maintain and operate software when there's no human author to ask why something was...

Nic Benders, Chief Technical Strategist at New Relic, has spent 15 years watching observability evolve from basic server monitoring to understanding complex distributed systems. Now he's tackling the next frontier: how to maintain and operate software when there's no human author to ask why something was built a certain way.

The conversation covers the shift from instrumentation being the hard problem to understanding being the bottleneck. Nic explains why inventory matters more than you think, how to approach AI-generated code as a black box that needs testing and telemetry, and why "garbage in, safety out" should be your new mantra.

You'll learn practical strategies for instrumenting modern systems with OpenTelemetry, why your observability hierarchy needs to start with knowing what's actually running, and how to build platforms that make safe deployment easier than risky shortcuts. Nic also shares his perspective on technical drift versus technical debt and what changes when your best troubleshooting tool - institutional knowledge - no longer exists.

Whether you're drowning in observability data or just starting to instrument your systems, this conversation offers concrete approaches for building understanding into your platform engineering practice.

Guest: Nic Benders, Chief Technical Strategist at New Relic

Nic Benders is New Relic's Chief Technical Strategist. Part of the Engineering team since the early days of the company, Nic has been involved with everything from Agents to ZooKeeper and all the pieces and products in between. As New Relic's Chief Technical Strategist, he now looks after the long-term technical strategy behind the product and the experience of all the engineering teams who build it. Before New Relic, he worked in the mobile space, managing back-end messaging and commerce systems powering some of the largest carriers in the world.

New Relic, website

New Relic, Blog

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