🤖 AI Models - Kimi K3 Architecture Overview
This article outlines the Kimi K3 model's architectural characteristics, specifically its parameter count and how it manages computational load during inference.
Key Points:
• K3 is a large open model, totaling 2.8 trillion parameters.
• Only 104 billion parameters are active when processing any given word.
🤖 AI Theory - Harmonic Theory and Autograd
This outlines a perspective on limitations within current automatic differentiation (autograd) methods in AI/ML. It suggests that harmonic theory may offer an alternative approach to model development.
Key Points:
• Current autograd and transformation methods are seen as suboptimal for certain tasks.
• Harmonic theory is proposed as a direction for future AI/ML development.
🔗 Resources:
Image
🤖 Robotics - ARCHITECT Robot Coding Agent
This introduces ARCHITECT, a robot coding agent designed to overcome limitations of traditional Visual Language Agents (VLAs). ARCHITECT allows synthesizing robot policies directly from natural language input.
Key Points:
• Visual Language Agents often require re-training with new demonstrations when tasks fail.
• ARCHITECT enables policy generation using free-form language commands.
• This provides a direct method to modify or debug robot behavior through verbal instruction.
🤖 Robotics - Grasping Mechanics and Learned Policies
This article discusses the fundamental physics that underpin grasp stability, even when utilizing learned grasping policies. It emphasizes the continuing relevance of classical mechanics in robotics.
Key Points:
• Learned grasping policies implicitly rely on traditional mechanical principles.
• Grasp success is determined by concepts like friction cones, wrench spaces, and force closure.
• These physical principles apply even when not explicitly represented in neural networks.
🔗 Resources:
• Modern Robotics ↗ - Chapter 12 provides a review of grasping principles
Image
🤖 Robotics Policy - US Import Restrictions on Humanoids
The FCC has halted new imports of foreign-built humanoid robots. This decision impacts companies like Unitree as they prepare for potential public listings in China.
Key Points:
• The FCC has restricted new imports of humanoids manufactured abroad.
• This policy affects Chinese robot makers, including Unitree.
• The restrictions coincide with plans for public listings by these companies.
🔗 Resources:
• Humanoid Guide ↗ - Article on US humanoid robot import policy
Image
🤖 Robotics - Satyress Arachnid Robot for Care
Satyress, a California startup, has revealed a 2-meter-tall arachnid-inspired robot. This robot is intended for supporting young children and the elderly.
Key Points:
• Satyress developed a 2-meter robot with an arachnid form factor.
• The robot's function is centered on providing care for children and the elderly.
🔗 Resources:
Image
🤖 AI for Robotics - Minimax H3 Video Model
The open-source Minimax H3 video generation model shows promise for robotics applications. Its development aligns with progress in general AI and world models.
Key Points:
• The Minimax H3 is an open-source video generation model.
• It holds potential for application within robotics domains.
• Advances in broader AI, particularly world models, are influencing robotics development.
🤖 Embodied Learning - Stanford Course Overview
This describes a Stanford course's reading list focused on embodied learning. The curriculum covers world models, active exploration, and agents that learn via interaction, not solely from static datasets.
Key Points:
• The Stanford course examines concepts in embodied learning.
• Reading materials include world models and active exploration strategies.
• The curriculum emphasizes agents learning through interaction, beyond static datasets.
🔗 Resources:
Image
⭐️ Support
If you liked reading this report, please star ⭐️ this repository and follow me on Github ↗, 𝕏 (previously known as Twitter) ↗ to help others discover these resources and regular updates.