Symbolic AI represents concepts, facts, and relationships as discrete symbols, then applies formal rules to reason over them. Knowledge bases, logic programs, planning systems, and expert systems are familiar symbolic approaches. Their explicit structure can make decisions auditable and enforce constraints with precision, particularly in domains with stable rules. However, manually encoding real-world knowledge is labor-intensive, brittle, and difficult when inputs are noisy or ambiguous. Modern systems often combine symbolic reasoning with machine learning, retrieval, or probabilistic methods. Symbolic AI remains important because many tasks require compositional reasoning and verifiable rules, even when neural models handle perception or natural-language input.
Nvidia CEO Jensen Huang clarified remarks suggesting China would win the AI race, saying the U.S. can stay ahead by innovating faster and empowering global developers.
OpenAI is laying the groundwork for an initial public offering that could value the company at up to $1 trillion, positioning it as one of the most anticipated tech listings in history.
Ark Invest CEO Cathie Wood says humanoid robots could become the most transformative opportunity in artificial intelligence, eclipsing sectors like autonomous transport and healthcare.
Elon Musk has unveiled Grokipedia – an AI-driven encyclopedia built on Grok that aims to offer factual, bias-free knowledge as an alternative to Wikipedia.
A study by the University of Maryland and Microsoft found that Polish outperforms English and other major languages in long-context AI prompts, surprising researchers.
Neobank Revolut has acquired Berlin-based AI travel agent start-up Swifty, integrating its conversational booking technology into Revolut’s loyalty and lifestyle platform for over 65 million users.
Opera today introduced Neon, an AI-powered browser that can run tasks and navigate pages autonomously — aiming to shift web browsing from passive to “agentic.”
AI search startup Perplexity has reportedly raised $200 million at a $20 billion valuation, just two months after a $100 million round – signaling its rapid rise as a major rival to Google.