Scaling Agents on Kubernetes with acpx and ACP
summary
OpenClaw receives 300 to 500 pull requests per day and acpx is a headless CLI for the Agent Client Protocol that replaces PTY scraping with structured agent→client messages. It drives a node‑based workflow graph to reproduce a bug, judge implementation, check conflicts, run review loops and emit structured JSON, runs parallel Codex sessions across Discord channels, and deploys disposable agent pods on Kubernetes with a Go operator that provisions a full compute environment per task wires it into Slack and tears it down when done.
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chapters (7)
- 0:00Open Clo and ACP intro
- 2:47Agent workflows with ACPX
- 7:01PR reviews with agents
- 10:54ACPX as Codex engine
- 13:03Enterprise agents on Kubernetes
- 15:49Kubernetes agent orchestrator demo
- 18:19Closing and contacts
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