> Markdown version of [/videos/1609-from-code-to-motion-building-an-autonomous-hat-hunting-robot-with-kubernetes-ml?t=1219](https://www.wearedevelopers.com/videos/1609-from-code-to-motion-building-an-autonomous-hat-hunting-robot-with-kubernetes-ml?t=1219). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

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# From Code to Motion: Building an Autonomous Hat-Hunting Robot with Kubernetes & ML

To solve the nightmare of disconnected edge deployments, engineers built an autonomous, hat-hunting robot. Discover how standard Kubernetes and GitOps push machine learning models from code to physical motion.

- **Speakers:** [Daniel Brintzinger](https://www.wearedevelopers.com/@daniel-brintzinger)
- **Event:** World Congress 2025
- **Published:** August 20, 2025
- **Duration:** 30:58
- **URL:** https://www.wearedevelopers.com/videos/1609-from-code-to-motion-building-an-autonomous-hat-hunting-robot-with-kubernetes-ml
- **Thumbnail URL:** https://customer-goifxnzhrq3d0d54.cloudflarestream.com/7bea4594f335ed914f9dd63c1df6237e/thumbnails/thumbnail.jpg?time=175875ms

## Access

Playback and chapters for this video are available with a Free account.

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- [Deploying parallel models on custom hardware with Edge Impulse](https://www.wearedevelopers.com/videos/100295-from-perception-to-autonomy-building-agentic-edge-ai-robots-with-ros-2) (from "From Perception to Autonomy: Building Agentic Edge AI Robots with ROS 2")
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- [Deploying algorithms and AI models to edge production](https://www.wearedevelopers.com/videos/100081-edge-orchestration-for-the-physical-world-connecting-cameras-sensors-and-devices-with-mqtt) (from "Edge Orchestration for the Physical World: Connecting Cameras, Sensors, and Devices with MQTT")
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- [Overview of the Edge AI ecosystem and tech stack](https://www.wearedevelopers.com/videos/1572-privacy-first-in-browser-generative-ai-web-apps-offline-ready-future-proof-standards-based) (from "Privacy-first in-browser Generative AI web apps: offline-ready, future-proof, standards-based")
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