Auto-aggregated global tech articles · 96 posts
An AI harness is a structured set of files, rules, skills, workflows, and project context that surrounds an AI coding agent. Instead of repeating the same instructions in every prompt, the harness gives the agent a consistent way of working across tasks and sessions. And that's the key idea: Pro
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MCP Design Patterns: Building Scalable AI-Integrated Systems in Java A comprehensive guide to seven proven architectural patterns for Model Context Protocol servers, with production-ready Java implementations. The 7 Essential MCP Patterns Pattern 1: Resource Provider Pattern
Which hosting platform would you pick for a small production app: Render vs Railway vs Cloudflare Workers? I’m building something like a inventory management app and website — authenticated users, a Node/TypeScript API, PostgreSQL, background jobs/cron, and potentially a few thousand users over time
TL;DR Short answer: treat the SMS OTP API as transport while your application owns a small, atomic challenge state machine for issue, verify, resend, cancel, and expiry. The provider should transport messages and report outcomes; it should not become the authority on whether a login attempt is sti
The official mcp Python SDK went to 2.0.0 and deleted mcp.server.fastmcp outright. No shim, no deprecation window that downstream packages got to see. yantrikdb-mcp is a thin MCP server over YantrikDB, my persistent cognitive memory substrate for AI agents, and at 04:08 on 2026-08-04 I did the defen
Hi everyone, I work for a Brazilian federal university, and we're starting to plan a new integrated system that will serve the whole university community (from teaching-related services to internal administration). Expected usage is high (many requests across several domains), and the system needs t
Security updates have been issued by AlmaLinux (freerdp, go-fdo-server, golang-github-openprinting-ipp-usb, kernel, kernel-rt, nodejs:24, perl-DBI, and php), Debian (firefox-esr, libapache2-mod-auth-openidc, and libass), Fedora (dracut, exiv2, firefox, freerdp, gvfs, mingw-expat, mingw-gstreamer1, m
There is no backend. The site is a static export on a CDN and every tool runs in the browser — pdf-lib and pdf.js for documents, Canvas and the File API for images, Web Workers for anything slow. It works with the network disconnected, which is the simplest way to check the claim. toolsholic.com
What should a beginner developer learn in order to keep up in the AI era? This is one of the most debated questions in tech right now. We got in touch with Ardit Sulce, a Python educator with over 650,000 students on Udemy, and talked about the value of struggling when learning something new, the […
When importing CSV files in Laravel, handling validation errors can become frustrating—especially when you need to know exactly which row and which field caused the problem. For example, instead of getting a generic database/validation error, you can identify something like: Row 27 → email field is
I recently came across the Laravel error: Target class [X] does not exist. This usually means Laravel is unable to resolve the class you're trying to use. Depending on the situation, the cause can be: Wrong namespace or missing use statement Incorrect class name Middleware/controller not found Incor