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January 14, 20268 min readRobotics Control Panel

Robotics Control Panel UI from Robot Operation Videos

R
Replay Team
Developer Advocates

TL;DR: Replay uses video of robot operations to generate a functional, behavior-driven Robotics Control Panel UI, understanding user intent and workflow instead of just visual elements.

Robotics is revolutionizing industries, but creating intuitive and efficient control panels for these robots remains a significant challenge. Existing methods often rely on manual design and development, leading to time-consuming iterations and potential usability issues. Imagine being able to generate a fully functional control panel UI directly from videos of robot operation. That's the power of behavior-driven reconstruction.

The Problem: Manual UI Development for Robotics#

Developing a robust and user-friendly robotics control panel is complex. It requires:

  • Deep understanding of robot functionality and user workflows.
  • Significant coding effort to translate design concepts into working UI.
  • Iterative testing and refinement based on user feedback.

Traditional approaches, like relying solely on wireframes or static mockups, often fall short. They fail to capture the dynamic nature of robot operations and the nuances of user interaction. This leads to UI designs that are inefficient, confusing, or even unsafe.

Introducing Behavior-Driven Reconstruction with Replay#

Replay offers a revolutionary solution: behavior-driven reconstruction of UI from video. Instead of analyzing static screenshots, Replay analyzes videos of actual robot operations to understand user behavior and intent. This allows it to generate a control panel UI that accurately reflects the robot's functionality and the operator's workflow.

Replay leverages Gemini's powerful video analysis capabilities to identify UI elements, understand their relationships, and infer the underlying logic. This process, called Behavior-Driven Reconstruction, treats video as the source of truth, ensuring that the generated UI accurately reflects the observed behavior.

Key Benefits of Behavior-Driven Reconstruction#

  • Faster Development: Generate a functional UI in minutes, eliminating the need for manual coding from scratch.
  • Improved Usability: The UI is based on real-world usage, ensuring that it is intuitive and efficient for operators.
  • Reduced Errors: By capturing the nuances of user interaction, Replay minimizes the risk of design flaws and usability issues.
  • Iterative Improvement: Easily update the UI by recording new videos of robot operations, allowing for continuous improvement based on user feedback.

How Replay Works: A Step-by-Step Guide#

Step 1: Capture Robot Operation Videos#

Record videos of operators interacting with the robot in various scenarios. Ensure the videos clearly show the control panel interface and the actions performed by the operator. The more diverse the scenarios captured, the more comprehensive the generated UI will be.

📝 Note: Clear, well-lit videos are crucial for accurate analysis.

Step 2: Upload and Analyze with Replay#

Upload the videos to the Replay platform. Replay will automatically analyze the videos, identify UI elements, and infer the underlying logic based on the observed behavior.

Step 3: Generate and Customize the UI#

Replay generates a fully functional control panel UI based on the video analysis. You can then customize the UI to match your specific requirements, such as adding new features, modifying the styling, or integrating with existing systems.

Step 4: Integrate with Supabase (Optional)#

Replay seamlessly integrates with Supabase, allowing you to store and manage the UI data in a scalable and reliable database. This is particularly useful for complex control panels with dynamic data and user authentication.

Example: Generating a Robotics Control Panel UI#

Let's say we have a video of an operator controlling a robotic arm to pick and place objects. The video shows the operator using a control panel with buttons for moving the arm, adjusting the gripper, and selecting different objects.

Replay would analyze this video and generate a UI with the following elements:

  • Buttons for moving the robotic arm in different directions (X, Y, Z).
  • A slider for adjusting the gripper opening.
  • A dropdown menu for selecting different objects.
  • A display showing the current position of the robotic arm.

The generated UI would be fully functional, allowing the operator to control the robotic arm in the same way as in the video.

typescript
// Example: Handling button clicks to move the robotic arm const moveArm = async (direction: string) => { try { const response = await fetch('/api/move_arm', { method: 'POST', headers: { 'Content-Type': 'application/json', }, body: JSON.stringify({ direction }), }); if (!response.ok) { throw new Error(`HTTP error! status: ${response.status}`); } const data = await response.json(); console.log('Arm moved successfully:', data); } catch (error) { console.error('Error moving arm:', error); } }; // Example usage in a React component <button onClick={() => moveArm('up')}>Move Up</button>

This code snippet demonstrates how the generated UI can interact with the robot's control system. The

text
moveArm
function sends a request to the
text
/api/move_arm
endpoint, which would then control the robotic arm based on the specified direction.

Comparison: Replay vs. Traditional UI Development#

FeatureTraditional UI DevelopmentScreenshot-to-CodeReplay
InputManual Design & CodeStatic ScreenshotsVideo
Behavior AnalysisManual InterpretationLimited (Visual Only)✅ (Behavior-Driven)
UI LogicManually ImplementedLimitedAutomatically Inferred
IterationTime-ConsumingLimitedFast & Easy (New Videos)
Supabase IntegrationManualManual
Multi-Page GenerationManualLimited
Style InjectionManualLimited
Product Flow MapsManualLimited

💡 Pro Tip: Use multiple videos from different angles and operators for a more robust and accurate UI reconstruction.

Advanced Features: Style Injection and Product Flow Maps#

Replay offers advanced features that further enhance the generated UI:

  • Style Injection: Customize the UI's appearance by injecting CSS styles, ensuring that it matches your brand and design guidelines.
  • Product Flow Maps: Visualize the user's journey through the control panel, identifying potential bottlenecks and areas for improvement.

These features allow you to create a control panel UI that is not only functional but also visually appealing and user-friendly.

css
/* Example: Injecting custom CSS styles */ .button { background-color: #4CAF50; /* Green */ border: none; color: white; padding: 15px 32px; text-align: center; text-decoration: none; display: inline-block; font-size: 16px; cursor: pointer; }

This CSS snippet demonstrates how you can inject custom styles to change the appearance of the buttons in the generated UI.

⚠️ Warning: Ensure that the injected styles are compatible with the generated UI framework to avoid unexpected behavior.

Integrating with Existing Robotics Systems#

Replay's generated UI can be easily integrated with existing robotics systems. The generated code is clean, well-structured, and easy to understand, allowing you to seamlessly connect it to your robot's control system.

Step 1: Define API Endpoints#

Define API endpoints that allow the UI to communicate with the robot's control system. These endpoints should handle requests for controlling the robot's movements, adjusting its settings, and retrieving its status.

Step 2: Connect the UI to the API Endpoints#

Connect the generated UI to the API endpoints using JavaScript or TypeScript. This involves sending HTTP requests to the endpoints and handling the responses.

Step 3: Test and Refine#

Test the integration thoroughly to ensure that the UI is functioning correctly and that the robot is responding as expected. Refine the integration based on user feedback and testing results.

Frequently Asked Questions#

Is Replay suitable for all types of robots?#

Replay can be used for a wide range of robots, from industrial robots to mobile robots. The key requirement is to have videos of operators interacting with the robot's control panel.

How accurate is the generated UI?#

The accuracy of the generated UI depends on the quality of the input videos and the complexity of the robot's functionality. Replay uses advanced algorithms to ensure that the generated UI accurately reflects the observed behavior.

Can I customize the generated UI?#

Yes, you can fully customize the generated UI to match your specific requirements. Replay provides tools for modifying the UI's appearance, adding new features, and integrating with existing systems.

What frameworks does Replay support?#

Replay supports popular web frameworks like React, Vue, and Angular, allowing you to seamlessly integrate the generated UI into your existing projects.

How is Replay different from other UI generation tools?#

Unlike screenshot-to-code tools, Replay understands the underlying logic and behavior of the UI. It analyzes videos to infer user intent and generate a fully functional UI that accurately reflects the observed behavior. This behavior-driven approach sets Replay apart and makes it a powerful tool for generating complex and user-friendly UIs.


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