--- title: "Meaning & Key Takeaway of: The deep paradox uncovered by AI…" description: "\"The deep paradox uncovered by AI research: the only way to deal efficiently with very complex problems is to move away from pure logic… Most of the tim..." image: "https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg" --- # The deep paradox uncovered by AI research: the only way to… ![“The deep paradox uncovered by AI research: the only way to deal efficiently with very complex problems is to move away from pure logic… Most of the time, reaching the right decision requires little reasoning… Expert systems are, thus, not about reasoning: they are about knowing… Reasoning takes…” quote by Daniel Crevier](https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg) [Download](https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg) [Open image](https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg) > “The deep paradox uncovered by AI research: the only way to deal efficiently with very complex problems is to move away from pure logic… Most of the time, reaching the right decision requires little reasoning… Expert systems are, thus, not about reasoning: they are about knowing… Reasoning takes time, so we try to do it as seldom as possible. Instead we store the results of our reasoning for later reference.” Daniel Crevier ## About This Quote This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation. Complex problems are best solved by storing solutions rather than repeatedly reasoning from logic alone. **In simple terms:** Store solutions to avoid repeated reasoning. Key Takeaway Use knowledge bases to speed decisions. Themes efficiency knowledge management AI reasoning Mood analytical pragmatic Type technical insightful When to use this quote - software development - medical diagnosis - financial modeling - strategic planning Key Concepts cognitive load knowledge storage expert systems Questions to Reflect On - How can we balance reasoning with stored knowledge? - When is it okay to trust a cached answer? A Different Perspective Pure logic can be too slow for real‑time needs. ★ ★ ★ ★ ★ No ratings yet [Artificial intelligence](https://sms4smile.com/quotes/about/artificial-intelligence/) [Complex problems](https://sms4smile.com/quotes/about/complex-problems/) [Complexes](https://sms4smile.com/quotes/about/complexes/) [Decision](https://sms4smile.com/quotes/about/decision/) [Experts](https://sms4smile.com/quotes/about/experts/) [Intelligence](https://sms4smile.com/quotes/about/intelligence/) [Logic](https://sms4smile.com/quotes/about/logic/) [Paradox](https://sms4smile.com/quotes/about/paradox/) [Problem](https://sms4smile.com/quotes/about/problem/) [Reasoning](https://sms4smile.com/quotes/about/reasoning/) [Research](https://sms4smile.com/quotes/about/research/) [Right decision](https://sms4smile.com/quotes/about/right-decision/) [Technology](https://sms4smile.com/quotes/about/technology/) [Time](https://sms4smile.com/quotes/about/time/) ## Related quotes > [Clipper took a relatively simple problem, encryption between two phones, and turned it into a much more complex problem, encryption between two phones but…](https://sms4smile.com/quotes/matt-blaze/clipper-took-a-relatively-simple-problem-encryption-between-two/) [Matt Blaze](https://sms4smile.com/quotes/author/matt-blaze/) > [Most of the approaches to peace between Israel and the Palestinians, have been directed at trying to resolve the most complex problems, like refugees…](https://sms4smile.com/quotes/benjamin-netanyahu/most-of-the-approaches-to-peace-between-israel-and-the-palestinians/) [Benjamin Netanyahu](https://sms4smile.com/quotes/author/benjamin-netanyahu/) > [“Complex problems are often open-ended and poorly defined”](https://sms4smile.com/quotes/marjan-van-den-belt/complex-problems-are-often-open-ended-and-poorly-defined/) Marjan van den Belt > [“Humans need simple answers for complex problems.”](https://sms4smile.com/quotes/lawrence-hirsch/humans-need-simple-answers-for-complex-problems/) Lawrence Hirsch > [When we seek inspiration to help make decisions, the Lord gives gentle promptings. These require us to think, to exercise faith, to work, to…](https://sms4smile.com/quotes/richard-g-scott/when-we-seek-inspiration-to-help-make-decisions-the-lord-gives-gentle/) [Richard G. Scott](https://sms4smile.com/quotes/author/richard-g-scott/) > [If you want to solve very complex problems, you will have to end up letting machines work out a lot of the details for…](https://sms4smile.com/quotes/joshua-lederberg/if-you-want-to-solve-very-complex-problems-you-will-have-to-end-up/) [Joshua Lederberg](https://sms4smile.com/quotes/author/joshua-lederberg/) > [It would be naïve to think that peace and justice can be achieved easily. No set of rules or study of history will automatically…](https://sms4smile.com/quotes/jimmy-carter/it-would-be-na-ve-to-think-that-peace-and-justice-can-be-achieved/) [Jimmy Carter](https://sms4smile.com/quotes/author/jimmy-carter/) > [There are other dimensions of biotechnology. If you think of biotechnology like the Internet, it's not a category - it's an infrastructure that can…](https://sms4smile.com/quotes/clayton-christensen/there-are-other-dimensions-of-biotechnology-if-you-think-of/) [Clayton Christensen](https://sms4smile.com/quotes/author/clayton-christensen/) > [Large companies are very good at solving extremely complex problems in a globally optimal way.](https://sms4smile.com/quotes/thomas-pogge/large-companies-are-very-good-at-solving-extremely-complex-problems/) [Thomas Pogge](https://sms4smile.com/quotes/author/thomas-pogge/) > [The extraordinary genius of John D. Rockefeller and Andrew Carnegie 100 years ago was their recognition that the great wealth they had amassed could…](https://sms4smile.com/quotes/judith-rodin/the-extraordinary-genius-of-john-d-rockefeller-and-andrew-carnegie/) [Judith Rodin](https://sms4smile.com/quotes/author/judith-rodin/) > [I look at Google and think they have a strong academic culture. Elegant solutions to complex problems.](https://sms4smile.com/quotes/mark-zuckerberg/i-look-at-google-and-think-they-have-a-strong-academic-culture/) [Mark Zuckerberg](https://sms4smile.com/quotes/author/mark-zuckerberg/) > [I chose to be a photographer twenty-two years ago, but I don't know that I'd make that choice again. Back in the early eighties,…](https://sms4smile.com/quotes/eugene-richards/i-chose-to-be-a-photographer-twenty-two-years-ago-but-i-don-t-know/) [Eugene Richards](https://sms4smile.com/quotes/author/eugene-richards/) > [Beware of people preaching simple solutions to complex problems. If the answer was easy someone more intelligent would have thought of it a long…](https://sms4smile.com/quotes/steve-herbert/beware-of-people-preaching-simple-solutions-to-complex-problems-if/) Steve Herbert > [Moreover, such a body freed from nervous tension and over-fatigue is the ideal shelter provided by nature for housing a well-balanced mind that is…](https://sms4smile.com/quotes/joseph-pilates/moreover-such-a-body-freed-from-nervous-tension-and-over-fatigue-is/) [Joseph Pilates](https://sms4smile.com/quotes/author/joseph-pilates/) > [The more complex the problems of the Nation become, the greater is the need for more and more advanced instruction.](https://sms4smile.com/quotes/herbert-hoover/the-more-complex-the-problems-of-the-nation-become-the-greater-is-the/) [Herbert Hoover](https://sms4smile.com/quotes/author/herbert-hoover/) ## More by Daniel Crevier > [The insight at the root of artificial intelligence was that these "bits" (manipulated by computers) could just as well stand as symbols for concepts…](https://sms4smile.com/quotes/daniel-crevier/the-insight-at-the-root-of-artificial-intelligence-was-that-these/) Daniel Crevier > [In activities other than purely logical thought, our minds function much faster than any computer yet devised.](https://sms4smile.com/quotes/daniel-crevier/in-activities-other-than-purely-logical-thought-our-minds-function/) Daniel Crevier > [Pattern recognition and association make up the core of our thought. These activities involve millions of operations carried out in parallel, outside the field…](https://sms4smile.com/quotes/daniel-crevier/pattern-recognition-and-association-make-up-the-core-of-our-thought/) Daniel Crevier Explore all 4 Daniel Crevier quotes ## More Artificial intelligence quotes > [One of our big goals in search is to make search that really understands exactly what you want, understands everything in the world. As…](https://sms4smile.com/quotes/larry-page/one-of-our-big-goals-in-search-is-to-make-search-that-really/) [Larry Page](https://sms4smile.com/quotes/author/larry-page/) > [People don't want to believe that technology is broken. Pharmaceuticals, robotics, artificial intelligence, nanotechnology - all these areas where the progress has been a…](https://sms4smile.com/quotes/peter-thiel/people-don-t-want-to-believe-that-technology-is-broken/) [Peter Thiel](https://sms4smile.com/quotes/author/peter-thiel/) > [“Paul closed his eyes and turned his face to the sun. In spite of everything, it was hard not to take solace from the…](https://sms4smile.com/quotes/greg-egan/paul-closed-his-eyes-and-turned-his-face-to-the-sun-in-spite-of/) [Greg Egan](https://sms4smile.com/quotes/author/greg-egan/) > [I think we should be very careful about artificial intelligence. If I had to guess at what our biggest existential threat is, it's probably…](https://sms4smile.com/quotes/elon-musk/i-think-we-should-be-very-careful-about-artificial-intelligence-if-i/) [Elon Musk](https://sms4smile.com/quotes/author/elon-musk/) > [“Humans are the biological bootloader for AI.”](https://sms4smile.com/quotes/utpal-nandi/humans-are-the-biological-bootloader-for-ai/) Utpal Nandi > [There's a very long tail of all sorts of creative products - beyond our core web search, image search and advertising businesses - that…](https://sms4smile.com/quotes/andrew-ng/there-s-a-very-long-tail-of-all-sorts-of-creative-products-beyond-our/) [Andrew Ng](https://sms4smile.com/quotes/author/andrew-ng/) > [“artificial intelligence is forcing human endeavor away from simple, algorithmic and repetitive tasks towards solving problems and incubating new ideas. It is the human…](https://sms4smile.com/quotes/gyan-nagpal/artificial-intelligence-is-forcing-human-endeavor-away-from-simple/) [Gyan Nagpal](https://sms4smile.com/quotes/author/gyan-nagpal/) > [“All right. You want to know about Nigel. I’ll tell you about Nigel. He’s come a long way since that so-called accident, Jon. Heck,…](https://sms4smile.com/quotes/shawn-corey/all-right-you-want-to-know-about-nigel-i-ll-tell-you-about-nigel-he-s/) Shawn Corey > [A lot was happening in A.I. But I also realized it wasn't clear what Salesforce's role in A.I. was. That's when we started acquiring…](https://sms4smile.com/quotes/marc-benioff/a-lot-was-happening-in-a-i-but-i-also-realized-it-wasn-t-clear-what/) [Marc Benioff](https://sms4smile.com/quotes/author/marc-benioff/) > [“AI must orbit humanity, not turn humanity into a lie.”](https://sms4smile.com/quotes/abhijit-naskar/ai-must-orbit-humanity-not-turn-humanity-into-a-lie/) [Abhijit Naskar](https://sms4smile.com/quotes/author/abhijit-naskar/) > [AI-assisted driving is a perfect platform for advancing fundamental human-centric artificial intelligence research while also producing practical applications.](https://sms4smile.com/quotes/fei-fei-li/ai-assisted-driving-is-a-perfect-platform-for-advancing-fundamental/) [Fei-Fei Li](https://sms4smile.com/quotes/author/fei-fei-li/) > [Only unsolvable problems are worthy of artificial intelligence.](https://sms4smile.com/quotes/saul-gorn/only-unsolvable-problems-are-worthy-of-artificial-intelligence/) [Saul Gorn](https://sms4smile.com/quotes/author/saul-gorn/) > [“I don’t believe the rogue has freedom.  I think it is following the direction of humans.” “Why do you think so?” “Because I find…](https://sms4smile.com/quotes/walter-jon-williams/i-don-t-believe-the-rogue-has-freedom-i-think-it-is-following-the/) [Walter Jon Williams](https://sms4smile.com/quotes/author/walter-jon-williams/) > [The techniques of artificial intelligence are to the mind what bureaucracy is to human social interaction.](https://sms4smile.com/quotes/terry-winograd/the-techniques-of-artificial-intelligence-are-to-the-mind-what/) [Terry Winograd](https://sms4smile.com/quotes/author/terry-winograd/) > [From one perspective, we're in the early stage in artificial intelligence, but exponentials start out slowly, and then they take off.](https://sms4smile.com/quotes/judy-woodruff/from-one-perspective-we-re-in-the-early-stage-in-artificial/) [Judy Woodruff](https://sms4smile.com/quotes/author/judy-woodruff/) [Browse all 457 Artificial intelligence quotes ](https://sms4smile.com/quotes/about/artificial-intelligence/) ```json { "@context": "https://schema.org", "@graph": [ { "@type": "Quotation", "text": "The deep paradox uncovered by AI research: the only way to deal efficiently with very complex problems is to move away from pure logic… Most of the time, reaching the right decision requires little reasoning… Expert systems are, thus, not about reasoning: they are about knowing… Reasoning takes time, so we try to do it as seldom as possible. Instead we store the results of our reasoning for later reference.", "creator": { "@type": "Person", "name": "Daniel Crevier" }, "isPartOf": { "@id": "https://sms4smile.com/quotes/#website" }, "url": "https://sms4smile.com/quotes/daniel-crevier/the-deep-paradox-uncovered-by-ai-research-the-only-way-to-deal/", "about": { "@type": "Thing", "name": "Artificial intelligence" }, "@id": "https://sms4smile.com/quotes/daniel-crevier/the-deep-paradox-uncovered-by-ai-research-the-only-way-to-deal/#quotation", "image": { "@type": "ImageObject", "@id": "https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg", "contentUrl": "https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg", "url": "https://sms4smile.com/quotes/i/97a/daniel-crevier-66564_artificial-intellige_the-deep-paradox-uncovered-by-ai-researc_1384180.jpg", "width": 1080, "height": 1080, "caption": "“The deep paradox uncovered by AI research: the only way to deal efficiently with very complex problems is to…” — Daniel Crevier", "creditText": "SMS4Smile Quotes", "creator": { "@id": "https://sms4smile.com/quotes/#organization" } } }, { "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://sms4smile.com/" }, { "@type": "ListItem", "position": 2, "name": "Quotes", "item": "https://sms4smile.com/quotes/" }, { "@type": "ListItem", "position": 3, "name": "Daniel Crevier", "item": "https://sms4smile.com/quotes/author/daniel-crevier/" }, { "@type": "ListItem", "position": 4, "name": "The deep paradox uncovered by AI...", "item": "https://sms4smile.com/quotes/daniel-crevier/the-deep-paradox-uncovered-by-ai-research-the-only-way-to-deal/" } ], "@id": "https://sms4smile.com/quotes/daniel-crevier/the-deep-paradox-uncovered-by-ai-research-the-only-way-to-deal/#breadcrumb" }, { "@type": "WebSite", "@id": "https://sms4smile.com/quotes/#website", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "publisher": { "@id": "https://sms4smile.com/quotes/#organization" } }, { "@type": "Organization", "@id": "https://sms4smile.com/quotes/#organization", "name": "SMS4Smile Quotes", "url": "https://sms4smile.com/quotes/", "logo": { "@type": "ImageObject", "url": "https://sms4smile.com/quotes/wp-content/themes/sq/assets/icons/icon-512.png", "width": 512, "height": 512 } } ] } ```