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How to maintain a codebase - when everyone can code

Learn how to maintain platform performance with machine-first observability, enabling AI agents to monitor and repair production systems.

Speakers: Matt Collier

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June 25, 2025

Modern copilots can now build for you. More people than ever can submit code to production. How can you maintain the performance of your platform by treating observability data as machine-first input?

We still need dashboard for humans – but we also need logs for agents that automatically patch errors, tune performance, and enforce security.

We’ll explore how Vercel can weave logs, metrics, traces, feature-flag telemetry, and experiment results into a closed feedback loop where AI agents both watch and repair production systems – so you can keep everything performant and stable – when anyone can build.

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