A field note on what happens to AI-built apps after the builder walks away, measured on October 21, 2026, the day Next.js 15 left security […]
Tag: engineering
CVE-2026-109618: Critical PHP2Shell Vulnerability Could Allow Remote Code Execution
A new critical security vulnerability, CVE-2026-109618, has been reported in PHP. It is part of the PHP2Shell security issue and could allow attackers to run […]
AI Search Optimization: How to Get Your Website Mentioned by ChatGPT
Getting your website mentioned by ChatGPT is not the same as ranking number one on Google. There is no universal “#1 position” inside an AI […]
Why Your AI Agent Sent That Message Twice, and What to Require Before Launch
Your AI agent sent the message twice because something underneath it retried, not because the model “decided” to. Webhooks, queues, workers and LLM API clients […]
How to Remove Photo Backgrounds in Full HD for Free (Zero Server Uploads & No Watermark)
Most creators, designers, and e-commerce sellers rely on background removal daily. Whether creating YouTube thumbnails, passport photos, or product listings, isolating subjects is an essential […]
How to Make Your Social Media Text Stand Out Without Installing Fonts!
Have you ever wanted to make your social media bio or posts look different without installing extra fonts or apps? One simple option is to […]
How the four Plex CVEs relate: three request flaws and one path to code execution
CVE-2026-96652 is one of four identifiers CISA’s CSAF guidance groups under Plex Media Server. Reading them together explains why a single upgrade fixes a set […]
Python Game Sessions: What Users Need From Live Captions and Post-Session Transcripts
A player who cannot hear a teammate’s callout needs text while the match is still in progress. A transcript produced after the session cannot fill […]
If Passwords Are Hashed, How Do Hackers Still Crack Them?
Every few months there’s a breach announcement. Some company apologizes, tells users to reset their passwords, and adds, almost reassuringly, that passwords were “stored as […]
Building a Sub-Millisecond Neurosymbolic Memory Engine for AI Agents
Autonomous AI agents are increasingly bottlenecked by long-term memory. Most existing memory frameworks compress interaction history into opaque vector embeddings stored in a vector database. […]