Posts by Lucky
Posts by Lucky
You scan your application code. You scan your dependencies. You scan your containers.
You have never scanned the thing that has access to all of them.
Your CI pipeline holds your deploy keys. Your registry credentials. Your cloud tokens. Your signi...
We all make security mistakes. The difference between a good developer and a great one is catching them before they reach production.
Here are 5 security mistakes I see in almost every codebase and how to fix them.
1. Hardcoded Secrets
The mistak...
Most developers do not scan their code. Not because they do not care about security. Because the tools are either too expensive, too complicated, or too noisy.
I spent the last month testing 12 security tools across dozens of open-source repositor...
Software supply chain attacks increased 742% between 2020 and 2025. The trend continues upward in 2026. Every dependency you install is a potential entry point for attackers.
Here are five practical ways to protect your application.
1. Pin your de...
We ran four security platforms on the same 100 repositories. Here is the raw data on detection rates, false positive rates, and developer time.
The Debuggix team conducted a technical comparison across 100 public GitHub repositories.
We ran four...
A case study in alert fatigue: how test files, build artifacts, and intentional patterns generate false positives, and why AI filtering changes the equation.
The Debuggix team ran a full security scan on Kubernetes Goat, a deliberately vulnerable...
Debuggix Analyzed AI-Generated Code From Cursor, Lovable, And Bolt. Here Are The 5 Security Patterns
Hardcoded API keys. Exposed Firebase configs. Missing input validation. Wildcard CORS. Unpinned dependencies. The data from 100 repos is consistent.
AI coding tools have changed how software gets built. Developers who could not write a function ...
The Debuggix team ran a security experiment across 100 public GitHub repositories. We used 9 engines running in parallel: Semgrep, Bandit, Gitleaks, TruffleHog, Trivy, ESLint, Hadolint, Checkov, and OSV-Scanner.
The goal was to collect raw data on ...
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