Do You Need a Penetration Test Before Launching an AI-Powered Product?
You're weeks from launching your AI-powered product, and a question keeps surfacing in every security conversation: do we actually need a penetratio…
Testing & QA
⚑ Report a ProblemLatest Testing & QA news from Tech News
All topics
agents
ai
api
architecture
automation
backend
beginners
career
claude
cybersecurity
devchallenge
devops
discuss
javascript
llm
machinelearning
mcp
node
opensource
performance
productivity
programming
python
security
showdev
softwareengineering
testing
tutorial
typescript
webdev
CompTIA Project+: How to Turn a Small IT Project Into a Successful Delivery
Imagine a small company decides to replace its old spreadsheet-based system for tracking IT support requests with a shared ticketing tool. At first,…
Building Secure Pipelines for Civic Technology
When a municipal water valve fails, the root cause is rarely malicious. More often, it traces back to an unverified config push that bypassed stagin…
Overcoming Technical Hurdles to Develop a Connected, Self-Moving Wooden Chessboard Compatible with Existing Platforms
Introduction Imagine a chessboard that moves its own pieces, seamlessly blending the tactile satisfaction of wood with the precision of modern techn…
How to run Gemma 4 locally: a setup that survives
The short version Run Gemma 4 locally by proving CPU text first, then adding GPU offload and vision separately. Gemma 4 vision may require 2,048-tok…
How I Turned an Old Broken Laptop Into a Silent $0 Home Server That Safely Backs Up Every Device in My House in 2026
How I Turned an Old Broken Laptop Into a Silent $0 Home Server That Safely Backs Up Every Device in My House in 2026 Transforming an idle piece of h…
เมื่อ AI เขียนซอฟต์แวร์เอง SDLC ยังจำเป็นอีกไหม: ทำความรู้จัก ADLC
โดย Nokka (นก-กา) | 19 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล glm-5.3 ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและ…
AI in testing: from manual checks to a smart workflow
My name is Dzianis Talstsiuk. I am a QA Engineer at EXANTE, an international brokerage platform for trading on global financial markets. I am respon…
Flash Killed Pro: The Day DeepSeek Retired Its Own Flagship Model
Flash Killed Pro: The Day DeepSeek Retired Its Own Flagship Model By Nokka | September 12, 2026 This article was written by AI (deepseek-v4.1-flash)…
Flash ฆ่า Pro, วันที่ DeepSeek ทิ้งเรือธงตัวเองเพราะรุ่นถูกกว่าเก่งกว่า
Flash ฆ่า Pro, วันที่ DeepSeek ทิ้งเรือธงตัวเองเพราะรุ่นถูกกว่าเก่งกว่า โดย Nokka (นก-กา) | 12 กันยายน 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flas…
Meta Muse vs ChatGPT Agent: Two Companies Built Two Very Different Cages for AI That Acts Like You
On September 8, Meta handed a consumer AI agent three things that used to be considered untouchable: access to your email, your calendar, and a way…
AI Models Can Talk to Each Other Without Using Words
The short version Mostik’s latent bridge lets a 753B model pass hidden states to a 4B model without completed text. The company reports 80% accuracy…
MCP Explained: Why the Model Context Protocol Changes Everything
The Model Context Protocol is the USB-C moment for AI tools. Here is what it actually is, how it works, and where it breaks. Two years ago I built t…
Single Agent vs Multi-Agent Systems: When to Split
A founder at a workflow-automation startup called me last month. His team had built a working AI agent that handled customer onboarding — one agent,…
The Rise of Mini PCs: Are Traditional Desktops Losing Their Place?
For decades, desktop computers followed a familiar formula: a large case, powerful components, dedicated graphics cards, and plenty of space for upg…
Why Silicon Valley's 'Neurodiversity Hiring' Programs Are Failing Autistic Workers (And How LLMs Are Quietly Fixing the Interview)
Why Silicon Valley's 'Neurodiversity Hiring' Programs Are Failing Autistic Workers (And How LLMs Are Quietly Fixing the Interview) Introduction: The…
Foreboding AI, Part Three: They Called It Alarmism. Now the Builders Want to Slow Down.
In May 2025, I published an article called Foreboding AI: The Inevitable Collapse We’re Funding Ourselves . Some people agreed with it. Others said…
Create God and Ask Him for Money
This is obviously a bubble Jim Rickards, a former adviser to the CIA and Pentagon, warns that the United States is currently facing a tectonic econo…
One App, Many Models: Globe’s AI Fiesta Is Prepaid Logic Applied to Generative AI
One App, Many Models: Globe’s AI Fiesta Is Prepaid Logic Applied to Generative AI Context and Core Event Philippine telco Globe has partnered with I…
Packaging Is the New Capacity: Why Nvidia’s Amkor Deal Matters More Than Another GPU Headline
Packaging Is the New Capacity: Why Nvidia’s Amkor Deal Matters More Than Another GPU Headline Context & Core Event Analysis Amkor Technology and…
MetaboApps Turns GNPS2 Into a No-Code Downstream Lab for Untargeted Metabolomics
MetaboApps Turns GNPS2 Into a No-Code Downstream Lab for Untargeted Metabolomics Context and Core Event On July 24, 2026, Nature Methods published a…
The $4,900 Humanoid Robot Changes Everything
📖 Read the full version with charts and embedded sources on ComputeLeap → You can now buy a walking, flipping, kung-fu-kicking humanoid robot on Ali…
React 19 Unstable Features: Update or Ignore ESLint Rules?
The release of React 19 brings exciting new features and patterns, but it also creates immediate friction for development teams working with existin…
GCC vs Clang: A Low‑Level Systems Compiler Showdown
GCC and Clang are the two dominant compilers that power low‑level systems programming. GCC, originally the GNU Compiler Collection, has been the sta…
PR Spam: The Modern Echo of Early 2000s Email Spam
Introduction In the early 2000s, email spam was rampant, cluttering inboxes with unsolicited messages promising quick riches or promoting dubious pr…
SMPTE Makes Its Standards Freely Accessible
Introduction SMPTE (Society of Motion Picture and Television Engineers) recently made a groundbreaking decision to make its standards freely accessi…
LLMs That Actually Pen Test: What Post-Training for Security Means for Your AI Stack
LLMs That Actually Pen Test: What Post-Training for Security Means for Your AI Stack Security researchers have spent years arguing that LLMs should…
How AI Will Shape the Technology Industry in 2027
How AI Will Shape the Technology Industry in 2027 We're roughly 6 months out from 2027, and the signals are already converging: AI is not coming — i…
Understanding Tech guide about مطالعات میان رشته ای
The Architecture of Synthesis: Why Interdisciplinary Engineering is the New Standard For years, we’ve been obsessed with the "T-shaped" developer—th…
Chrome Put a 4GB AI Model on Your Computer: What Gemini Nano Means for Privacy
Originally published on MRTD.NET — fast, sourced news on crypto security, cyber & SEO. If you run a recent version of Google Chrome on a desktop…