The File Search tool in the Gemini API now supports multimodal retrieval by adding support for Gemini Embedding 2. This update allows images, such as charts, product photos, and diagrams, to be natively indexed and searched in the same store as your text-based documents. This post covers how to use the File Search tool end-to-end: creating a store, uploading documents and images, querying with gro
Zulip is known for keeping conversations organized. Topic-based threads, clear context, and async-friendly discussions make it a favorite for technical and distributed teams. Unlike traditional chat apps, conversations in Zulip stay readable even as teams scale. Recreating this experience can be a bit difficult. Real-time messaging, user presence, inline comments, and notifications usually require
When you're working with data, one of the most common things your code does is search. Let's say you have a list of users, transactions, or even just numbers. How you search through that data can make the difference between Two of the most fundamental ways to search are linear search and binary search. They solve the same problem, but they behave very differently as your data grows.
Hey! Tell me if this sounds familiar. You built a login page in React. User fills in the details, clicks login, and — nothing happens. The page just sits there. You wanted to send the user to the dashboard after login. But how? You cannot just use a link — the user did not click anything. The redirect needs to happen from your code, based on logic. That is exactly what useNavigate solves. 1. What
Hi everyone, my name is P Swyom Sanjog. Welcome back to my blog—I hope you’re all doing well. Today, I’m bringing a new topic: Virtual DOM. Let’s understand what the Virtual DOM is in simple terms. We’ll cover key questions like what it is, why it’s used, and how it works. So, let’s get started! Virtual Dom So, let’s break down the topic into “Virtual” and “DOM.” Virtual means something that exi
Your phone will connect to the strongest tower it hears. It does not ask for ID first. It assumes trust, and that assumption is the entire problem. I first noticed this in 2019 outside a security conference in Las Vegas. My test Android dropped from LTE to 2G for 47 seconds, then returned to normal. No user notification. The baseband logs showed a cipher downgrade to A5/0, a location area code tha
Hello everyone! We are two 13-year-old students from Russia, and we want to show QwenSeek-2B! For us, this is a big result! We released the model on Hugging Face, and the 1000+ downloads! We are just incredibly Training Details: https://huggingface.co/datasets/Jackrong/DeepSeek-V4-Distill-8000x We will continue to release new models, even cooler! And maybe in the near scratch! But for now, we are
My first version of an LLM-powered Reddit reply agent generated this on a B2B SaaS post: "I've spent years helping companies like yours scale outreach and we've helped hundreds of teams achieve 70% time savings." Every word of that is fabricated. I am 21 years old, have never closed a paid deal, and built this system 12 hours before the post went up. The next 24 hours were spent making it not lie.