The One Trick That Actually Stops Prompt Injection (And Why Nobody Uses It)
Treating your LLM as a simple instruction decoder instead of a reasoning engine makes prompt injection attacks nearly impossible—but it requires …
GEO vs SEO: Why ChatGPT Won't Remember Your Content (And How to Fix It)
Traditional SEO gets you indexed by Google. GEO gets you cited by ChatGPT and Claude. Here’s the difference and the 905-line analyzer that …
The GenAI Coding Gold Rush: Why 2026 is the Year to Build the Pickaxes
100 trillion tokens. Millions of developers. A market hungry for tools. While everyone’s rushing to build apps with AI, the real money is in …
![Vibe Testing: The Next Step in Software QA [2026]](/images/proud-aurora-6763.jpg)
Vibe Testing: The Next Step in Software QA [2026]
AI-augmented, intuition-driven testing that evaluates how software feels to users, not just whether it meets specifications.
AI Coding Assistants Are Hallucinating Packages (And Attackers Are Exploiting It)
LLMs hallucinate non-existent package names. Attackers register them. Developers install them. Here’s the 291-line detection system that caught …
I Built a 200+ Plugin Security Scanner Using Python Metaclasses (Zero Boilerplate)
Managing 200+ security check plugins without decorators or manual registration—here’s the metaclass pattern that makes it work.
How We Built Vibe Eval — From One Monolith to 200 Security Agents Running in Parallel
The story of how Vibe Eval evolved from a single FastAPI script scanning one app to a distributed system catching vulnerabilities across thousands of …
Building an Extensible Security Scanner with 200+ Checks (Without Collapsing Under Its Own Weight)
Most security scanners start with 5 checks and die at 20. Here’s the three-layer architecture that lets you scale from 5 to 500 without …
GitHub and Microsoft Use AI To Fix Security Debt Crisis
Microsoft Defender for Cloud and GitHub Advanced Security integration uses AI and runtime intelligence to prioritize and fix vulnerabilities, cutting …
From Prompt to Production-Safe: The 2026 Vibe Coding Checklist
A practical checklist to keep AI-generated apps fast, stable, and secure—plus a Vibe-Eval preset to automate it.
Vibe-Eval: Automated Regression, Security, and Functional Checks for Vibe-Coded Apps
How Vibe-Eval spins up AI agents to run end-to-end tests, security probes, and functional checks on quickly built, prompt-driven apps.
OWASP Top 10 for AI-Generated Web Apps (2026 Edition)
A refreshed OWASP-style Top 10 for vibe-coded apps, based on what Vibe-Eval’s agents actually exploited in 2025 and what to fix before 2026 …