AI’s AlphaGo Moment: ASI-ARCH Revolutionizes Neural Architecture Design with Autonomous Discovery

2 days ago 高效码农

AI’s AlphaGo Moment: How Machines Are Redefining Neural Architecture Design Neural network visualization with glowing nodes The Dawn of AI-Driven Scientific Discovery In July 2025, researchers at Shanghai Jiao Tong University and MiniMax AI achieved a breakthrough that echoes the historic “Move 37” moment in AI history. Their system, called ASI-ARCH, has become the first AI to autonomously discover novel neural architectures that outperform human-designed models. This milestone marks a paradigm shift in how we approach AI research itself. Unlike traditional Neural Architecture Search (NAS) systems that simply optimize pre-defined building blocks, ASI-ARCH demonstrates artificial superintelligence for AI research (ASI4AI). …

Unlocking Temporal Intelligence: How the Continuous Thought Machine Revolutionizes Neural Network Processing

2 months ago 高效码农

Exploring the Continuous Thought Machine: A New Paradigm for Decoding Intelligence Through Neural Activity Timing Introduction: Redefining the Temporal Dimension in Neural Networks In traditional neural networks, neuronal activity is often simplified into discrete time slices—like stitching together still photos to create motion pictures. This approach struggles to capture the fluid nature of cognitive processes. Sakana.ai’s groundbreaking research on the Continuous Thought Machine (CTM) shatters these limitations by constructing a neural architecture with continuous temporal awareness. Demonstrating remarkable performance across 12 complex tasks including ImageNet classification, maze navigation, and question-answering systems, CTM represents a fundamental shift in machine intelligence. This …