FROM THE BLOG

Thinking about the AI coding gap

Practical writing for builders who ship fast and want to ship safe.

Developers: Prevent SQL Injection With Premerge Scans in 2 Minutes
sql injection prevention
Developers: Prevent SQL Injection With Premerge Scans in 2 Minutes

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

September 2026Read more →
Make GDPR Auditable: 5 CI/CD Checks Developers Must Add
gdpr data minimization
Make GDPR Auditable: 5 CI/CD Checks Developers Must Add

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

September 2026Read more →
FTC Safeguards Rule: U.S. Firms Must Document 9 Elements and Keep Audit Evidence
ftc safeguards rule
FTC Safeguards Rule: U.S. Firms Must Document 9 Elements and Keep Audit Evidence

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...

August 2026Read more →
Implement Production Rate Limiting in 90 Minutes for Operators
brute force protection
Implement Production Rate Limiting in 90 Minutes for Operators

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

August 2026Read more →
SOC 2 for Startups: When to Start and How to Pass
SOC 2 compliance checklist
SOC 2 for Startups: When to Start and How to Pass

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

August 2026Read more →
Why Generated Code Exposes Credentials, and How to Stop It
why generated code exposes credentials
Why Generated Code Exposes Credentials, and How to Stop It

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

August 2026Read more →
Production vs Development Environment Explained
production vs development environment explained
Production vs Development Environment Explained

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

August 2026Read more →
HIPAA for SaaS: A Compliance Playbook for Developers
hipaa business associate agreements
HIPAA for SaaS: A Compliance Playbook for Developers

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

August 2026Read more →
How to Run a Rapid Code Risk Assessment Before Deploy
rapid code risk assessment process
How to Run a Rapid Code Risk Assessment Before Deploy

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

August 2026Read more →
How to Validate AI Code Security Standards for Devs
validate AI software security
How to Validate AI Code Security Standards for Devs

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

August 2026Read more →
SAST vs DAST: Choose, Integrate, and Ship Safer Code
sast vs dast
SAST vs DAST: Choose, Integrate, and Ship Safer Code

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

August 2026Read more →
Best Security Scanners for Claude-Generated Code in 2026
best security scanners claude-generated code
Best Security Scanners for Claude-Generated Code in 2026

Discover the best security scanners for Claude-generated code in 2026. Enhance your code's safety with layered AI-first checks and audits.

August 2026Read more →
Top No-Ops Security Tools for AI Coders in 2026
best no-ops security tools ai coders
Top No-Ops Security Tools for AI Coders in 2026

Discover the best no-ops security tools for AI coders in 2026, including Vibeprod and Snyk, for effortless code safety and seamless integration.

August 2026Read more →
Code Evaluator for Indie Developers: Pre-Launch GitHub Scans
best code evaluation tools
Code Evaluator for Indie Developers: Pre-Launch GitHub Scans

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

July 2026Read more →
Why AI Dev Tools Skip Compliance: A Dev & Founder Guide
do AI tools need compliance?
Why AI Dev Tools Skip Compliance: A Dev & Founder Guide

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

July 2026Read more →
Plain-English Code Explanations: A Dev Team Guide
role of plain-english fix explanations
Plain-English Code Explanations: A Dev Team Guide

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

July 2026Read more →
What Does Production-Safe Code Mean? A Dev Guide
what does production-safe code mean
What Does Production-Safe Code Mean? A Dev Guide

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

July 2026Read more →
The Real Role of Instant Code Feedback in 2026
role of instant code feedback
The Real Role of Instant Code Feedback in 2026

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

July 2026Read more →
Compliance Risk in Codebases Explained for Dev Teams
compliance risk in codebases explained
Compliance Risk in Codebases Explained for Dev Teams

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

July 2026Read more →
Production-Ready Code Standards: 10 Practical Examples
code quality standards
Production-Ready Code Standards: 10 Practical Examples

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

July 2026Read more →
AI Coding Workflow Security Best Practices in 2026
ai coding workflow security best practices
AI Coding Workflow Security Best Practices in 2026

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

July 2026Read more →
How to Review AI Written Code Before Launch
review ai written code before launch
How to Review AI Written Code Before Launch

Learn how to effectively review AI written code before launch. Ensure quality, security, and compliance with a structured review process.

July 2026Read more →
No-Code App Security Audit Explained for Founders
no-code app security audit explained
No-Code App Security Audit Explained for Founders

Discover the no-code app security audit explained for founders. Learn how to identify vulnerabilities and secure your apps before launch.

July 2026Read more →
Types of AI Coding Mistakes in Production: 2026 Guide
types of ai coding mistakes production
Types of AI Coding Mistakes in Production: 2026 Guide

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

July 2026Read more →
Replit Production Readiness Explained for Dev Teams
replit production readiness tools comparison
Replit Production Readiness Explained for Dev Teams

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

July 2026Read more →
Codex Generated Code Security Review: 2026 Guide
codex output security risks types
Codex Generated Code Security Review: 2026 Guide

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

July 2026Read more →
Top 3 Devarmor.com Code Review Alternatives 2026
devarmor.com alternatives
Top 3 Devarmor.com Code Review Alternatives 2026

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

July 2026Read more →
Code Security After AI Generation Explained for Developers
code security after ai generation explained
Code Security After AI Generation Explained for Developers

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

June 2026Read more →
Reviewing AI Code: What It Means for Dev Teams
benefits of reviewing ai-written code
Reviewing AI Code: What It Means for Dev Teams

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

June 2026Read more →
The Role of GitHub Repo Scanning in Secure Dev
role of github scanning in ai dev
The Role of GitHub Repo Scanning in Secure Dev

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

June 2026Read more →
Top 4 kaiki.dev Code Security Alternatives 2026
best kaiki.dev alternatives
Top 4 kaiki.dev Code Security Alternatives 2026

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

June 2026Read more →
What Is Production Readiness? A Developer's Guide
production readiness explained
What Is Production Readiness? A Developer's Guide

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

June 2026Read more →
The Role of Automated Code Review in Faster Deployments
role of automated code review
The Role of Automated Code Review in Faster Deployments

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

June 2026Read more →
Why Unreviewed Code Fails in Production: A Dev's Guide
production code failure reasons
Why Unreviewed Code Fails in Production: A Dev's Guide

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

June 2026Read more →
Automated PR Benefits for AI Code Projects in 2026
best automated pr fix tools ai codebases
Automated PR Benefits for AI Code Projects in 2026

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

June 2026Read more →
Input Validation in AI Code: A Developer's Guide
what is input validation in ai code
Input Validation in AI Code: A Developer's Guide

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

June 2026Read more →
AI Coding Risks Explained for Developers in 2026
ai coding risks explained
AI Coding Risks Explained for Developers in 2026

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

June 2026Read more →
Code Review Benefits for Solo Projects: 2026 Guide
automated code review benefits solo devs
Code Review Benefits for Solo Projects: 2026 Guide

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

June 2026Read more →
How to Review Lovable Generated Code Security
review lovable generated code security
How to Review Lovable Generated Code Security

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

June 2026Read more →
Secure Deployment Pipeline Explained for Dev Teams
secure deployment pipeline explained
Secure Deployment Pipeline Explained for Dev Teams

Discover the secure deployment pipeline explained—learn how to embed security in your CI/CD process and deliver code safely and swiftly.

June 2026Read more →
From the vault
Production Readiness
The AI Coding Paradox: You Can Ship Fast. Can You Ship Safe?

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.

May 2025Coming soon
Security
5 Secrets Every AI-Built App Accidentally Leaks to GitHub

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.

May 2025Coming soon
Compliance
Your SaaS Needs a Privacy Policy Before Its First Paying Customer

GDPR, cookie consent, data deletion, Terms of Service — the minimal viable compliance checklist for indie builders who shipped fast and forgot the legal layer.

May 2025Coming soon