Agent Substrate
2 stories filed under Agent Substrate on Beyond Market Intelligence. The newest of them: “Orchestrate AI Agents: Google Open-Sources AX for Enhanced Efficiency” and “Rethinking AI agents on Kubernetes as efficient worker pods”. Google has open-sourced AX, an orchestrator designed to keep autonomous AI agents from idling away resources. Most teams assume each AI agent deserves its own Pod, but kagent challenges that instinct. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Agent Substrate story on Beyond Market Intelligence, newest first.
Orchestrate AI Agents: Google Open-Sources AX for Enhanced Efficiency
Google has open-sourced AX, an orchestrator designed to keep autonomous AI agents from idling away resources. By treating agents as stateful actors on its Agent Substrate runtime, AX suspends tasks during downtime and resumes them on demand, trimming latency without sacrificing performance. The control plane's Kubernetes-style primitives make managing agent workloads feel familiar, not foreign. It's a practical step toward efficient, scalable AI operations.
Rethinking AI agents on Kubernetes as efficient worker pods
Most teams assume each AI agent deserves its own Pod, but kagent challenges that instinct. Agents are bursty, short-lived, and often wait on human approval, making one Pod per agent a wasteful use of cluster resources. Instead, agent-substrate introduces a control plane that schedules logical Actors onto long-lived worker Pods. It's a smarter deployment unit, one that matches how agents actually behave. For more on scaling concurrent workloads, our piece on Modal's sandbox rebuild pairs well with this perspective.