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A reasoning hierarchical robotics pipeline you can run in the browser

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

62 AI Score
Show_hn other Added Apr 7, 2026

Details

Sector
other
Total Funding
$0
Last Round
$0

About

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&#x27;t need to know anything about the robot&#x27;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 <a href="https:&#x2F;&#x2F;www.avikde.me&#x2F;building-a-reasoning-hierarchical" rel="nofollow">https:&#x2F;&#x2F;www.avikde.me&#x2F;building-a-reasoning-hierarchical</a>.

AI Score Reasoning

This project tackles the 'holy grail' of robotics—embodiment-agnostic reasoning—by cleverly decoupling high-level LLM logic from low-level classical control. While currently a technical demo with minimal traction, the modular architecture addresses significant industry pain points regarding interoperability and the 'black box' nature of end-to-end neural controllers.

Source

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