Anirud

Incident to Root Cause: Oodle's AI-Native Debugging in Action

Submitted May 29, 2026


A live demonstration of AI-native debugging using Oodle. Starting from real alerts in a Kubernetes cluster running AI features, I will show how we use Oodle to instrument and debug: all without leaving Cursor / Claude Code.

I will also cover the infrastructure choices (object storage, fan-out serverless for queries) that let AI agents run hundreds of exploratory queries on Oodle - without hitting cost or performance ceilings.


Takeaways:

  1. In the agentic era, services can break production much more easily: AI-Native observability is essential to maintain uptime while shipping at AI speed.

  2. With the right tools, debugging can be made easy: junior engineers can debug production with senior-level rigor and reliability.


Target audience: Platform engineers, SREs, backend engineers building AI-powered services, AI infrastructure teams


Bio: Anirud Samala is a Founding Product Engineer at Oodle AI, an all-in-one observability platform. He has worked in the tech industry for 8 years - at companies like Coinbase, Rubrik and PayPal.

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