What Is Prompt Engineering?
Prompt engineering explained for developers. How to write effective prompts for AI code generation with security-focused techniques.
GitHub Code Review Automation Best Practices
Best practices for automating code review on GitHub. From branch protection to AI-powered analysis, without slowing down your team.
LLM Security Best Practices for Production Apps
Security practices for LLM applications in production. From architecture to monitoring, everything you need to ship securely.
The 5 Security Traps of Vibe Coding That Ship Vulnerabilities to Production
Learn the five most dangerous security patterns in AI-generated code. From hallucinated dependencies to the copy-paste trap, discover how to protect your vibe-coded applications.
Your Claude Code UI Looks Like AI Slop. Here's How to Fix It
Claude Code skills let you enforce a design system on every UI component it generates. Stop getting random Tailwind defaults and start getting …
Claude Code Is Writing Bad Python Because You Skip This Setup
PostToolUse hooks in Claude Code automatically format, lint, and test your Python files the instant Claude edits them. Stop manually running black and …
AI Code Guardrails: Why Speed Without Safety Breaks Production
AI generates 41% of all code today, but that speed comes with hidden costs. Learn why guardrails are essential and how to implement them before AI-generated bugs reach production.
I Don't Trust AI - I Trust Gates That Prove Code Works
Developers spent decades removing trust from software delivery. Every gate - type checking, tests, security scans - exists because 'it works on my machine' isn't good enough. AI can't fix processes that have none of that.
The Best AI Coding Setup I've Ever Used (For Testing Vibe-Coded Apps)
Recording AI agent interactions with Playwright and replaying them isn’t just clever—it’s the only reliable way I’ve found to test …
The Python Logging Setup I Actually Use in 2026 (And Should Be Default)
A battle-tested Python logging configuration using Rich that brings consistency across projects and solves the verbosity nightmare.
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.
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 …