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A colossal quartz hourglass with sands flowing both upward and downward. At the center, a humanoid AI robot stands balanced in the dual streams, symbolizing quantum symmetry and artificial intelligence’s bidirectional learning.

A colossal quartz hourglass with sands flowing both upward and downward. At the center, a humanoid AI robot stands balanced in the dual streams, symbolizing quantum symmetry and artificial intelligence’s bidirectional learning.

Two Arrows of Time: Quantum Symmetry and New Horizons for Artificial Intelligence

Quantum’s two arrows of time may redefine AI, enabling bidirectional learning, simulation, and reasoning across past and future.

Aug 284 min read

A humanoid research robot lies in a futuristic laboratory with eyes closed, connected to a neural training device. Next to it, a holographic screen displays the same robot climbing stairs, rocky slopes, and snowy ridges symbolizing TAVT’s task-preserving virtual training and Meta-Reinforcement Learning adaptation.

A humanoid research robot lies in a futuristic laboratory with eyes closed, connected to a neural training device. Next to it, a holographic screen displays the same robot climbing stairs, rocky slopes, and snowy ridges symbolizing TAVT’s task-preserving virtual training and Meta-Reinforcement Learning adaptation.

Meta-Reinforcement Learning and TAVT: The Journey of AI in Learning to Learn

TAVT redefines Meta Reinforcement Learning with task-preserving training, enabling AI to adapt to unseen tasks and dynamic shifts.

Aug 255 min read

A humanoid robot in a modern living room mimics a yoga class from a TV screen, balancing on a yoga mat under warm sunlight.

A humanoid robot in a modern living room mimics a yoga class from a TV screen, balancing on a yoga mat under warm sunlight.

Vision-Language-Action (VLA) Models: The Dawn of Generalist Robotics

From RT-2 to Gemini Robotics, VLA models are redefining robotics by uniting vision, language, and action into general intelligence.

Aug 226 min read

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