{"product_id":"9798400728044","title":"System-2 Reasoning: from Semantic Anchoring to Causal Intelligence, Volume 2 : The Path to Artificial General Intelligence (Acm Books)","description":"\u003cp\u003eLarge language models excel at generating text yet struggle with true reasoning and accountability. The work outlines an advanced architecture integrating causal validation, memory, and meta-cognitive control to audit inferences, explain outcomes, and improve learning from errors. It charts a course toward reliable, self-correcting AI systems.\u003c\/p\u003e","brand":"Association of Computing Machinery,U.S.","offers":[{"title":"Default Title","offer_id":50079356518648,"sku":"00000_00000_00000_00000","price":215.32,"currency_code":"AUD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0789\/8208\/6904\/files\/9798400728044-1.jpg?v=1785417443","url":"https:\/\/kinokuniya.com.au\/products\/9798400728044","provider":"Books Kinokuniya Australia","version":"1.0","type":"link"}