From Containers To Agents: The Next Cloud Native
Talkat KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026 · 2026-09-07..09-09·
summary
Argues agents become a new unit of autonomous work and proposes an agent infrastructure that treats them as first-class Kubernetes workloads, not just LLM calls. Lists concrete primitives: identity and delegation, policy-driven tool access, decision observability, and continuous evaluation; describes a three-layer stack—runtime, agent loop, control plane—and an evaluation/reconciliation loop that observes tool calls, traces actions, and scores behavior. Notes demos exist but operating at production scale is the hard problem.
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