Medical image annotation is the foundation of reliable healthcare AI systems. From radiology and pathology to oncology and ophthalmology, high-quality annotated datasets directly influence how accurately machine learning models detect diseases, segme...

TL;DR — why browserground, not the other 2B grounding models You already know the hybrid-AI argument: don't pay frontier-vision rates for "where is the button?" There are three good 2B specialists for that job — UI-TARS, ShowUI, browserground. Here...

How JSON.parse materializes entire documents in JavaScript, and how react-native-fast-jsonhttps://github.com/ifeoluwak/react-native-fast-json uses native simdjson + lazy JsonView access to change the cost model in React Native. react-native-fast-jso...

A few weeks ago the folding roof on my 2010 Ford Focus CC stopped working. The obvious suspect was the roof module, but FORScan showed nothing there: zero stored fault codes. The useful clues were somewhere else, in the passenger door module, and th...

{% embed https://appxray.blackorange.org/ %} I wanted to know what ad networks CamScanner uses and how they monetize a 100M+ download scanning app. So I reverse-engineered the APK. Here's what I found inside CamScanner v7.16.5 306 MB, 12 DEX file...

There are moments in crypto when you realize that security is no longer optional — it becomes a responsibility. After spending years working with blockchain infrastructure, nodes, wallets, and decentralized systems, I finally decided to move part of...

While building haskcorehttps://www.github.com/numq/haskcore - an IDE for Haskell on Compose Desktop - I extracted rules that allowed me to create an architecture of 40 isolated modules, where each module knows only what it needs. That's how FLIP - F...

Hello Everyone! A while ago, I decided to learn Docker and, honestly, it turned out to be much simpler than I expected. In this article, I’ll walk you through how I configured Docker on Windows using WSL Windows Subsystem for Linux and ran my very f...

AI Costs in Telemedicine Apps: What Developers Should Plan Before Launch A founder once asked a simple question: Can we add an AI scribe to our telemedicine app? Technically, yes. But that is not the question I would start with. The better questi...

Python started as a hobby project. Guido van Rossum spent Christmas break in 1989 writing an interpreter he described as "a little scripting language." He published it in 1991. That origin matters because it shows how much Python has developed to get...

I have been building agentic workflows for the better part of a year, and the same friction keeps coming back: my agents have access to too many tools and judgement about almost none of them. MCP fixed the access problem. It standardised how agents ...

Hi everyone! I recently finished a project that allowed me to thoroughly explore the intersection between signal processing and deep learning. The goal was clear: to create an AI capable of classifying music genres, not by analyzing the audio dire...

Every AI agent has the same problem. You ask it to read a webpage and it comes back with a 403, or worse, 5000 tokens of navigation bars and cookie banners. I spent the last few months building webclaw to fix this. The problem Try fetching any rea...