Artificial intelligence is rapidly shifting from standalone chatbots toward autonomous systems capable of planning, reasoning, using tools, and completing complex workflows with minimal human intervention. As organizations deploy AI agents across software engineering, cybersecurity, document analysis, finance, customer service, and enterprise automation, one challenge has become increasingly clear: model capability alone is no longer enough. Developers now evaluate AI models on a broader set...

Quantum computing has long promised breakthroughs in cryptography, scientific simulation, artificial intelligence, drug discovery, financial modeling, and materials science. Yet despite remarkable progress in quantum hardware, one obstacle continues to slow the journey toward practical, large-scale quantum computers, the immense engineering complexity required to control growing numbers of qubits. A breakthrough by researchers at Aalto University represents an important step toward solving...

Artificial intelligence has progressed from generating convincing text to performing increasingly sophisticated reasoning, planning, software engineering, scientific analysis, and decision support. Yet one fundamental question has remained remarkably difficult to answer: What actually happens inside a large language model while it is thinking? For years, researchers have been able to observe inputs and outputs while treating the internal computation of modern language models as a largely...