Why Harness Matters More Than AI Models for Real-World Success

On September 3, the ARC Prize, a comprehensive exam testing reasoning capabilities approaching the limits of human performance, released the latest results of ARC-AGI-3, and the data is somewhat counterintuitive. The exact same model — GPT-6 Astra, with identical reasoning intensity, delivered drastically different performance scores when run under two distinct Harness setups: Under the […]

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Machine learning for post-diploma educational and career guidance: a scoping review in AI-driven decision support systems

Abstract The increasing complexity of career decision-making, shaped by rapid technological advancements and evolving job markets, highlights the need for more responsive and data-informed post-diploma guidance. Machine learning (ML), a core component of artificial intelligence, is gaining attention for its potential to support personalized educational and career decisions by analyzing academic records, individual preferences, and […]

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AI Has a Frankenstein Dilemma

Mary Shelley published Frankenstein in 1818. More than two hundred years later, it’s said to sell about 40,000 to 50,00 copies a year. It’s said that’s more than many best-selling releases. Most people who’ve read the book remember the monster. But the book is about the scientist. Victor Frankenstein is brilliant, ambitious and convinced beyond […]

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AI Application Innovation & Commercialization: New Ecosystem, New Infrastructure

Abstract AI Application Innovation and Commercialization: In this report, AI application innovation includes AI-enabled upgrading of existing applications and AI-native application innovation, not limited to AI-native Apps. At present, the AI transformation across all industries is unstoppable, and AI applications continue to expand to consumer and enterprise markets. Conversational AI accelerates the implementation of AI […]

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