Nikita Namjoshi 's video " How do thinking and reasoning models work? " from the Google for Developers channel explains the concepts behind "thinking models" or "reasoning models," such as Gemini, and how they use more computation at inference time to achieve better results in complex tasks. Video Summary The video focuses on how Large Language Models (LLMs) can be improved to handle complex tasks like coding, advanced mathematics, and data analysis by utilizing more compute power during the generation phase (inference or test time). The Problem: LLMs generate responses by predicting one token at a time. When solving complex problems, the model has to figure out the entire solution in a single pass to generate the correct final answer, which is difficult. The Solution: Chain of Thought (CoT): CoT prompting is a technique where the model is prompted to generate a series of intermediate steps (a "chain of thought") that lead to the final answer...
If you're a web developer and your job actively involves building web pages that work the same in all browsers including the last three versions of IE, you'll be no stranger to Browser & Document Mode in Internet Explorer These options are available with IE Developer Tools (F12 keyboard shortcut). In IE9, these modes let you emulate older versions of IE8 & IE7. Microsoft provides these modes so that websites that were built to target IE7 & lower versions don't fail hopelessly in the newer & more standards-based versions. IE provides a fallback in the form of the Compatibility View button which allows content designed for older web browsers to render well in newer versions of Internet Explorer 9. Here are the differences between Browser Mode & Document Mode - Browser Mode determines the User Agent sent to the server & the Document Mode IE defaults to. Document Mode determines the layout (rendering engine) and the JavaScript engine. Document...
This Week I Learned - * Bananameter – A tutorial on building a machine learning model to identify the ripeness of a banana using images. Created with Teachable Machine, a web-based tool that makes developing machine learning models quick, simple, and accessible to all. * MedGemma is a collection of Gemma 3 variants that are trained for performance on medical text and image comprehension. Kaggle's latest hackathon invites developers to use MedGemma and other open-weight models from Google’s Health AI Developer Foundations (HAI-DEF) to build human-centered AI applications for clinical environments that can’t rely on large, closed systems that require constant connectivity or centralized infrastructure. * AI GuruSpeak - "I've never felt this much behind as a programmer. The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just pro...
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