If you want to Automate GitHub PRs, the real goal is not just adding another bot comment to a pull request. The goal is to give reviewers the context they usually have to gather manually: who owns the service, whether it is deployed, whether basic repository standards are in place, and whether the change looks safe to merge. A useful AI pull request workflow can do exactly that. When a PR opens, i
The Counter Galois Onion (CGO) Migration: Tor's Cryptographic Engine Swap If you've ever dug into Tor's internals, you know the network is a masterpiece of practical anonymity. But like any long-running system, its crypto stack was starting to show its age. Enter the Counter Galois Onion (CGO) Migration - one of the most significant under-the-hood upgrades Tor has seen in years. It's a fundament
I didn’t go into the MeDo hackathon with some big, polished idea. I just wanted to build something I’d actually use. So I made Exam AI. The problem is simple: studying for exams is chaotic. You read notes, search things, forget half of it, and then try to cram everything at the end. I wanted something that helps you actively think, not just passively read. You give Exam AI a topic — anything you’r
Data is no longer treated as a byproduct of business operations and has become one of the most valuable organizational assets. Every interaction on a banking application, e-commerce platform, hospital system, logistics network or social media service generates data continuously. As organizations increasingly adopt digital workflows, cloud platforms, machine learning systems and real-time applicati
Yesterday, my Jenkins pipeline could install dependencies and build the frontend. But there was a missing piece: Docker. Without it, I couldn't package my applications into containers — the whole point of this challenge! Today, I fixed that. I configured Jenkins to build Docker images for both my backend and frontend, turning my CI pipeline into a complete build system. The pipeline could: Pull co
This article is an AI-assisted translation of a Japanese technical article. In April 2026, Amazon Bedrock AgentCore added a new capability called Optimization, which takes real agent traces and proposes prompt improvements based on them. https://aws.amazon.com/about-aws/whats-new/2026/05/bedrock-agentcore-optimization-preview/ In this article, I apply AgentCore Optimization to a Strands Agents-as-
If you’ve ever tried to set up an Intel RealSense camera with ROS 2 on a fresh machine, you already know the pattern: it works on one system, then breaks on another, and you lose time chasing environment differences. That’s why I put together realsense-ros2-docker — a small, focused repository that provides a simple Dockerfile for RealSense bring-up with ROS 2. Repo: https://github.com/SAJIB3489/r
Live: https://nulkratos-core.web.app GitHub: https://github.com/nulkratos/nulkratos-core Every "private" messenger I found had the same tradeoffs: Signal → needs your phone number. That's an identity anchor. Telegram → not E2E by default. Server-side messages. WhatsApp → Meta. Enough said. Matrix/Element → self-host complexity, still needs an account. Briar → great, but mobile-only and requires i