{
  "title": "Use robot tools with local control",
  "caption": "Figure 7. The VLA path and semantic-tool path use local execution. An agent can call learned or analytic skills, examine outcomes and recover. Typed validation, high-rate control and protection stay near the robot. The top deployment constraints are schematic. Not all published VLAs have this gate. The author made this diagram.",
  "alt": "Hybrid control flow calls learned or analytic skills, does outcome checks and keeps validation, fast control and protection local.",
  "sources": [
    {
      "path": "content/blog/2026-09-08_robot-use-agents/post.md",
      "description": "Article explanation and retained source citations"
    }
  ],
  "limitations": [
    "The execution is an example. Playback duration is not measured runtime.",
    "These mechanism traces are constructed examples, not robot measurements. The top deployment constraints do not imply that all published VLAs use the same authorization gate."
  ]
}