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Hacker News Show HN: A reasoning hierarchical robotics pipeline you can run in the browser

Recreates Sense-Plan-Act modularity with semantic reasoning from foundation AI models, allowing independently swappable layers and AI model embodiment independence for flexible robotic systems.

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Apr 8, 2026
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Recreates Sense-Plan-Act modularity with semantic reasoning from foundation AI models, allowing independently swappable layers and AI model embodiment independence for flexible robotic systems.
This project presents a hierarchical robotics pipeline integrating advanced AI reasoning (Gemini ER) with classical robotics control. Its key innovation is the modularity, allowing independent swapping of layers and decoupling the AI model from the robot's physical embodiment. This architecture reintroduces the benefits of Sense-Plan-Act while leveraging semantic reasoning from foundation AI models. For B2B SaaS, this represents a significant step towards more flexible, adaptable, and intelligent robotic systems. The ability to run such a pipeline in a browser suggests accessibility for development and demonstration. This approach reduces the complexity of integrating new AI models with diverse robotic hardware, accelerating development and deployment of intelligent automation solutions across manufacturing, logistics, and service robotics.
This demo combines the flexible task programming and reasoning of Gemini ER (what is the scene, and what should I do?) and classical camera calibration, kinematics, motion controllers. Each layer is independently swappable, and the AI model doesn't need to know anything about the robot's embodiment. This recreates the modularity of a Sense-Plan-Act architecture while retaining the semantic reasoning of a foundation AI model. A writeup explaining the tradeoffs is linked from the page https://www.avikde.me/building-a-reasoning-hierarchical.
reasoning hierarchical robotics pipeline browser Gemini ER flexible task programming classical camera calibration kinematics motion controllers independently swappable

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What is A reasoning hierarchical robotics pipeline you can run in the browser?
A reasoning hierarchical robotics pipeline you can run in the browser is analyzed by our AI as: Recreates Sense-Plan-Act modularity with semantic reasoning from foundation AI models, allowing independently swappable layers and AI model embodiment independence for flexible robotic systems.. It focuses on This project presents a hierarchical robotics pipeline integrating advanced AI reasoning (Gemini ER) with classical robotics control. Its key innov...
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Data for A reasoning hierarchical robotics pipeline you can run in the browser was aggregated directly from the Hacker News community ecosystem, representing raw developer and early-adopter sentiment.
When was A reasoning hierarchical robotics pipeline you can run in the browser publicly launched?
The initial public indexing or launch date for A reasoning hierarchical robotics pipeline you can run in the browser within our tracked developer communities was recorded on April 8, 2026.
How popular is A reasoning hierarchical robotics pipeline you can run in the browser?
A reasoning hierarchical robotics pipeline you can run in the browser has achieved measurable traction, logging over 4 traction score and facilitating 0 recorded discussions or engagements.
Which technical categories define A reasoning hierarchical robotics pipeline you can run in the browser?
Based on metadata extraction, A reasoning hierarchical robotics pipeline you can run in the browser is categorized under topics such as: reasoning hierarchical robotics pipeline, browser, Gemini ER, flexible task programming.
What are some commercial alternatives to A reasoning hierarchical robotics pipeline you can run in the browser?
Our semantic intelligence engine identifies potential commercial alternatives in the SaaS space, such as Gemini Robotics ER 1.6, which offers overlapping value propositions.
How does the creator describe A reasoning hierarchical robotics pipeline you can run in the browser?
The original author or development team describes the product as follows: "This demo combines the flexible task programming and reasoning of Gemini ER (what is the scene, and what should I do?) and classical camera calibration, kinematics, motion controllers. Each layer i..."

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