Thinking about the AI coding gap
Practical writing for builders who ship fast and want to ship safe.

A developer checklist to prevent SQL injection using parameterized queries, allow lists for structural inputs, and fast premerge scans that find risks in...

Developer playbook to make apps GDPR auditable: implement audit ready consent logs, DSAR endpoints, the five CI/CD gating checks, and automated repo scans...

U.S. guide to the FTC Safeguards Rule: document the nine required program elements, meet the 30 day breach filing for 500+ consumers, and build audit...

Operator first rate limiting for production. Choose sliding window or token bucket, use atomic Redis Lua checks, fail open safely, test and monitor, ship...

Discover when and how startups should pursue SOC 2 compliance to impress enterprise buyers and streamline audits for success.

Discover how generated code can expose your credentials and learn effective strategies to mitigate security risks with AI-generated outputs.

Understand the critical differences between production and development environments. Learn how to manage each to optimize your app's performance.

Ensure your SaaS complies with HIPAA regulations to protect patient data. Learn essential steps and avoid legal pitfalls in our playbook.

Learn how to conduct a rapid code risk assessment process, ensuring secure deployments with automated scans and a quick manual check.

Discover how to effectively validate AI code security standards with crucial strategies, ensuring safe and reliable code integration for developers.

Discover how SAST and DAST can enhance your application security strategy. Learn to integrate both for safer, more reliable code.

Discover the best security scanners for Claude-generated code in 2026. Enhance your code's safety with layered AI-first checks and audits.
Discover the best no-ops security tools for AI coders in 2026, including Vibeprod and Snyk, for effortless code safety and seamless integration.

Discover the ultimate code evaluator for indie developers. Scan GitHub for risks and get actionable insights in under two minutes.

Discover why AI dev tools skip compliance and how to bridge the gaps. Learn tactics for better audits and protect against costly fines.

Discover the role of plain-English code explanations in enhancing security audits. Improve team efficiency with clear insights and actionable steps.

Discover what production-safe code mean and how it ensures your systems are robust and reliable under real-world conditions. Tap into practical insights!

Discover the crucial role of instant code feedback in 2026. Boost development speed, catch errors early, and enhance team productivity.

Discover compliance risk in codebases explained. Safeguard your software against legal and security pitfalls with our essential guide.

Discover practical examples of production-ready code standards that ensure your applications are secure, tested, and ready for users. Learn more!

Discover essential ai coding workflow security best practices for 2026. Protect your development pipeline and reduce breach risks significantly.

Learn how to effectively review AI written code before launch. Ensure quality, security, and compliance with a structured review process.
Discover the no-code app security audit explained for founders. Learn how to identify vulnerabilities and secure your apps before launch.

Discover the types of AI coding mistakes in production and how to avoid them. Learn about common pitfalls to ensure robust and secure code.

Discover how to ensure your app is ready for real users with our guide on replit production readiness explained. Avoid common pitfalls today!

Discover the essential steps in a codex generated code security review to identify risks and ensure safe, compliant AI-generated code.

Explore these 3 devarmor.com alternatives to easily decide on the best automated code review solution for your development needs.

Discover code security after AI generation explained for developers. Learn to identify and fix security flaws before deployment to protect your code.

Discover what reviewing AI code means for developers. Learn how to ensure AI-generated code meets production standards effectively.

Discover the vital role of GitHub repo scanning in enhancing security. Automate vulnerability detection and protect your code before deployment.

Explore 4 kaiki.dev alternatives to help decide on the best code security automation solutions available for your development needs.

Learn what is production readiness for software. Discover essential criteria to ensure reliable, secure, and efficient application deployment.

Discover the role of automated code review in faster deployments. Learn how it enhances code quality and streamlines your CI/CD process.

Discover why unreviewed code fails in production and how it introduces hidden defects. Learn to safeguard your code with this essential guide.

Discover the automated PR benefits for AI code projects in 2026. Achieve faster reviews, fewer security gaps, and improved consistency.

Learn what is input validation in AI code and how it secures your models. Explore key concepts, tools, and layers for effective validation.

Discover the ai coding risks explained for developers. Learn about vulnerabilities, compliance gaps, and how to safeguard your AI-generated code.

Discover the code review benefits for solo projects. Enhance your code quality and catch defects before they reach production in 2026.

Learn to review lovable generated code security effectively. Safeguard your apps by identifying vulnerabilities before launch and ensuring safety.

Discover the secure deployment pipeline explained—learn how to embed security in your CI/CD process and deliver code safely and swiftly.
Cursor and Claude collapsed the time from idea to working code. But "working" isn't "production-ready." Here's what the gap actually looks like and why it matters more than ever.
From .env files to hardcoded Stripe keys — these are the most common credentials we find in AI-built repos, and how to fix each one without breaking your deploy.
GDPR, cookie consent, data deletion, Terms of Service — the minimal viable compliance checklist for indie builders who shipped fast and forgot the legal layer.