Expert insights on AI-powered coding security, vibe-based development practices, and protecting AI-generated web applications from vulnerabilities.
Burning $250K/month on API calls while charging $24/month sounds like a unicorn story. It's actually a slow-motion train wreck. Here's why AI wrapper companies are bleeding out on unit economics.
Stop building for months before testing the market. Here's how to validate your SaaS idea in weeks, not quarters—using ads, proven models, and ruthless iteration.
A practical guide to building a custom token compressor that reduces LLM API costs by 40-60% using statistical and lexical compression techniques.
As a founder building enterprise RAG solutions, I rely on chunking daily—but it's fundamentally flawed. Here's why vector-based chunking fails at scale and what we're missing.
Treating your LLM as a simple instruction decoder instead of a reasoning engine makes prompt injection attacks nearly impossible—but it requires …
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 …
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)
AI-augmented, intuition-driven testing that evaluates how software feels to users, not just whether it meets specifications.
LLMs hallucinate non-existent package names. Attackers register them. Developers install them. Here’s the 291-line detection system that caught …
Managing 200+ security check plugins without decorators or manual registration—here’s the metaclass pattern that makes it work.
The story of how Vibe Eval evolved from a single FastAPI script scanning one app to a distributed system catching vulnerabilities across thousands of …
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 …
Effortlessly test and evaluate web application security using Vibe Eval agents.