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Your AI Doesn’t Understand You — It Can’t Even See You: Why AI Is Still Blind and How LookMood Is Opening Its Eyes

We keep calling AI intelligent. But it has never seen a human face. Over the past two years, artificial intelligence has undergone a meteoric rise. We’ve watched it master the Bar Exam, write sophisticated code in seconds, and translate ancient dialects with startling precision. By all accounts, AI is becoming "smarter" than us. But there is a fundamental, glaring flaw in the current AI revolution: Almost every AI you interact with is legally blind. The Text-Only Delusion We are currently living in the era of "Text-Only Intelligence." You type a prompt into a box, and a machine generates a response based on the statistical probability of the next word. It is a world of pure syntax, devoid of the very things that make human communication meaningful. In the real world, humans don't just "exchange data." We communicate through a complex, silent language of: Micro-reactions that betray our true feelings. Tonal shifts that turn a statement into a questio...

Google adds Caffeine for faster and up-to-date results

Google noticed that after September 11 people were constantly searching the web for the most updated information. Minute by minute updates was what people were searching for. Today the web has reaches just such a place. Take a look at Twitter many news stories have broken first on Twitter and then the press gets a hold of it. The web certainly has changed and Search Engines need to keep up.


Google has now taken things further with a completely new indexing system called Caffeine. Caffeine is set to deliver 50 % faster results that their previous indexing system. So whether it's a news story, blog post or a video Google seeks to deliver it seconds after it has been published.


Let Google Explain the rest


Some background for those of you who don't build search engines for a living like us: when you search Google, you're not searching the live web. Instead you're searching Google's index of the web which, like the list in the back of a book, helps you pinpoint exactly the information you need. (Here's a good explanation of how it all works.)

So why did we build a new search indexing system? Content on the web is blossoming. It's growing not just in size and numbers but with the advent of video, images, news and real-time updates, the average webpage is richer and more complex. In addition, people's expectations for search are higher than they used to be. Searchers want to find the latest relevant content and publishers expect to be found the instant they publish.

To keep up with the evolution of the web and to meet rising user expectations, we've built Caffeine. The image below illustrates how our old indexing system worked compared to Caffeine:



Our old index had several layers, some of which were refreshed at a faster rate than others; the main layer would update every couple of weeks. To refresh a layer of the old index, we would analyze the entire web, which meant there was a significant delay between when we found a page and made it available to you.

With Caffeine, we analyze the web in small portions and update our search index on a continuous basis, globally. As we find new pages, or new information on existing pages, we can add these straight to the index. That means you can find fresher information than ever before—no matter when or where it was published.

Caffeine lets us index web pages on an enormous scale. In fact, every second Caffeine processes hundreds of thousands of pages in parallel. If this were a pile of paper it would grow three miles taller every second. Caffeine takes up nearly 100 million gigabytes of storage in one database and adds new information at a rate of hundreds of thousands of gigabytes per day. You would need 625,000 of the largest iPods to store that much information; if these were stacked end-to-end they would go for more than 40 miles.

We've built Caffeine with the future in mind. Not only is it fresher, it's a robust foundation that makes it possible for us to build an even faster and comprehensive search engine that scales with the growth of information online, and delivers even more relevant search results to you. So stay tuned, and look for more improvements in the months to come.




Here's a short video of How Search Works by Googler Matt Cutts






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