Insight certainty 3/5 debate potential 2/5

Bubna: Agent Experience Benefits From Typed Decorators Over Kubernetes YAML

Akshat Bubna · The Future of AI Infra: from Kubernetes to Agent Sandboxes — Akshat Bubna, Modal CTO · Jul 8, 2026 · at 6:09

Modal CTO Akshat Bubna explains why code-collocated infrastructure configuration is well suited for autonomous AI coding agents.

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“We think that the same benefits that apply for DX also actually apply for AX, which is why would you have an agent read through hundreds of Kubernetes files and, like, write YAML that's not even typed when it can basically make a couple of changes in a decorator, and it gets this sort of self-provisioning runtime of being able to see its changes live in action”

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