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AI Code Security Insights

Learn how to audit, secure, and production-proof your AI-generated code. Expert insights on vibe coding best practices.

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Mar 21, 2026|7 min read

AI vs Static Analysis: Which Code Review Approach Actually Works?

AI vs Static Analysis: Which Code Review Approach Actually Works? The code review landscape has split into two camps: Team AI: "Large language models can unde...

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Mar 21, 2026|6 min read

Automated Code Review Tools Compared: Finding the Right Fit for AI-Generated Code

Automated Code Review Tools Compared: Finding the Right Fit for AI-Generated Code The rise of AI coding assistants has created a new problem: how do you review...

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Mar 21, 2026|7 min read

SOC 2 Compliant Code Review: What You Actually Need

SOC 2 Compliant Code Review: What You Actually Need SOC 2 compliance is the gold standard for SaaS security. If you're selling to enterprises, you'll need it....

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Mar 15, 2026|6 min read

Vibe Coding Security: The Essential Guide for AI-Assisted Developers

Vibe Coding Security: The Essential Guide for AI-Assisted Developers Vibe coding — building software by rapidly prompting AI assistants — has democratized soft...

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Mar 15, 2026|8 min read

Cursor Code Quality Check: How to Audit Your AI-Generated Projects

Cursor Code Quality Check: How to Audit Your AI-Generated Projects Cursor has revolutionized how developers build software. With AI-powered autocomplete, chat-...

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Mar 15, 2026|4 min read

The Day I Found 47 Security Issues in My AI-Built App

The Day I Found 47 Security Issues in My AI-Built App A cautionary tale for every vibe coder who's about to ship --- I built my SaaS in 3 weeks with Cursor....

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Mar 15, 2026|6 min read

Vibe Code Checker: The Complete Guide to Auditing AI-Generated Code

Vibe Code Checker: The Complete Guide to Auditing AI-Generated Code If you've been building software with AI coding assistants like Cursor, GitHub Copilot, or...

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Mar 14, 2026|4 min read

5 Things to Check in Your AI-Generated Code Before Launching

5 Things to Check in Your AI-Generated Code Before Launching --- You built it with AI. It works. It's fast. Now you're ready to ship. Before you deploy, here...

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Mar 14, 2026|4 min read

Why Deterministic Security Beats AI-Based Code Scanning

Why Deterministic Security Beats AI-Based Code Scanning --- You're building with AI. Your code assistant writes 80% of your codebase. Now you need to check if...

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Mar 14, 2026|5 min read

AI Code Security Horror Stories: What We Found Scanning 50 Repos

AI Code Security Horror Stories: What We Found Scanning 50 Repos --- We scanned 50 AI-assisted codebases. What we found scared us. Not because the code was b...

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Mar 14, 2026|4 min read

I Built a SaaS with AI and Couldn't Explain Half the Code

I Built a SaaS with AI and Couldn't Explain Half the Code --- Six months ago, I could explain every line of code in my projects. Last month, I shipped a 47-f...

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Mar 9, 2026|4 min read

5 Security Vulnerabilities in AI-Generated Code

From SQL injection to hardcoded secrets, AI-generated code often contains critical security vulnerabilities. Here are the top 5 issues we find in vibe-coded projects.

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Mar 9, 2026|5 min read

Building Trust in AI-Generated Code

You didn't write this code, so how can you trust it? Here's how to build confidence in AI-generated codebases.

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Mar 9, 2026|6 min read

Code Review Checklist for AI-Assisted Development

Standard code review isn't enough for AI-generated code. This checklist covers the unique issues that arise when reviewing AI-assisted development.

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Mar 9, 2026|8 min read

Common Patterns in Broken AI Code

AI code has telltale patterns of failure. Learn to recognize these common anti-patterns and fix them before they reach production.

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Mar 9, 2026|6 min read

The Developer Guide to AI Code Security

Your practical guide to AI code security. Learn the tools, practices, and workflows that keep AI-generated code safe for production.

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Mar 9, 2026|5 min read

The Hidden Cost of Fast: Technical Debt in AI Code

Speed feels good until the bill comes due. AI-generated code accumulates technical debt in ways you might not expect. Here's what to watch for.

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Mar 9, 2026|4 min read

How to Audit Your Copilot Output Before Deploying

AI coding assistants are fast, but their output needs review. Here's a practical checklist for auditing Copilot-generated code before deployment.

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Mar 9, 2026|9 min read

From Vibe to Production: A Safe AI Coding Workflow

A practical workflow for shipping AI code safely. From initial generation to production deploy, with security checkpoints at every stage.

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Mar 9, 2026|4 min read

What is Vibe Coding? (And Why Your AI Code Needs Audits)

Vibe coding lets you build fast with AI, but speed comes with risk. Learn what vibe coding is and why every AI-assisted project needs a security audit.

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Mar 9, 2026|4 min read

Why Your AI Code Fails in Production

Your AI code passed all tests, but broke in production. Here's why that happens and what to do about it.

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