Business automation often reaches production without the release discipline applied to application code. A routing rule changes, an approval threshold moves, or an integration starts writing to a new system. The edit may happen in a visual builder instead of a repository, but its blast radius is still real: orders can duplicate, customers can receive the wrong message, and operators can lose the context needed to recover.The useful shift is to treat every workflow change as a deployment. That does not mean forcing a full software delivery platform onto every automation tool. It means defining a small release contract before…
Author: drweb
Now that we’re registering a sync event, we need to teach our service worker how to actually…
Description Position at Vaniam Group Full Stack Developer, Vaniam Intelligence, EngineeringWhat You’ll DoAs our Full Stack Developer, your goal is to help grow Vaniam Intelligence, a data platform that helps teams across oncology and hematology turn dense clinical and market information into something clear and genuinely useful. This role is ideal for someone who thrives across the full application stack, cares deeply about clean code and data integrity, and wants to build a strong technical foundation rather than dig out of a mess.A Day in the LifeDeliverables Ship features end to end, from migrations and Eloquent models through to the interface…
Docker Captain Aug 14, 2026 Reproducible ESP32 Firmware Development with Docker and Docker Sandboxes Build ESP32 firmware with reproducible Docker environments and use Docker Sandboxes for isolated AI-assisted development and hardware testing. Read now
Today, the Python programming language holds a leading position in developing tools for commercial process optimization. The language’s rich ecosystem of libraries covers any business needs regardless of the project’s scale. The modern concept of workflow automation for small business helps entrepreneurs eliminate routine, reduce operational expenses, and build reliable digital channels for data collection and processing. Building a Custom Workflow Automation for Small Business on Python Developing a custom automation solution always begins with analysing the task and selecting a suitable library stack. Developers prefer Python due to its transparent syntax and high speed of creating working prototypes. Competent…
I was lucky enough to take a vacation a decade ago in Edinburgh with my wife. She came over to the UK with me for a quick trip. We had never been to Scotland together, so we trained up and stayed in Stirling. We walked around the area, visited the Wallace Monument and toured Edinburgh. We hiked up Arthur’s Seat and piled stones on a sunny August afternoon.We hadn’t planned it, but the Edinburgh Fringe Festival was going on at the time. We saw lots of street performers and wandered into a few comedy and music shows in random places.…
Now that we have our offline state in place, we can make form submissions a lot smarter….
Python makes it remarkably easy to turn a large language model into an application. A few functions can connect an LLM to a vector store, internal documents, APIs, databases, or business tools. That speed is one reason Python has become so central to RAG systems and AI agents. It also creates a subtle security problem. Developers often focus on whether a prompt is safe or whether the model produces an acceptable answer. In production, the more important boundary is usually somewhere else: the point where untrusted natural language is allowed to influence trusted code, data, or actions. A useful rule…
TL;DR — Key Takeaways ProjectDiscovery’s Neo 1.0 uses AI-driven autonomous security testing to discover, validate and prioritize exploitable vulnerabilities. Neo is available through a consumption-based cloud model designed to lower the cost of continuous security testing. The platform integrates with GitHub, Jira, Confluence, Slack, Linear, APIs, webhooks and MCP. ProjectDiscovery has made available an autonomous security testing platform that leverages an open source artificial intelligence (AI) testing framework to detect and validate vulnerabilities at a lower total cost.Company CEO Rishi Sharma said version 1.0 of the Neo platform is also available via a cloud service that makes it possible for…
Now that push notifications are working, we should add a simple way to turn them off for…