Research, write-ups, tutorials.

How AI vulnerability auto-remediation works, why single-scanner autofix is shallow, and how the find, fix, verify and open-a-PR loop runs.

The top AI code security tools compared for AI-generated code: CybeDefend, Snyk, Checkmarx, Aikido, Semgrep, Endor Labs and GitGuardian, and when each one acts.

AI-generated code runs, but a large share is insecure. The 2026 data, the classes scanners and LLMs both miss, and how to make it safe to ship.

The four control points that secure an AI coding workflow, from rules in the agent to guards on dangerous actions, without slowing developers down.

AI vulnerability remediation gives the coding agent live access to every SAST, SCA, IaC, secret and CI/CD finding, so it triages and fixes in the loop.

Step by step: create the account, connect your repo for the first scan, install VibeDefend with one CLI command, then let the agent fix the findings.

Why post-PR scanning fails against agents that write and ship at machine speed, what agent-time security means, and how to secure the five big agents.

SAST finds injection; it cannot see broken authorization, missing tenant scoping or a negative-quantity cart. How to catch those at agent-time.

MCP gives AI agents real tools and a real attack surface: tool poisoning, rug pulls, prompt injection. How the attacks work and how to block them.

Vibe coding ships features fast and vulnerabilities faster: hardcoded secrets, broken auth, injection. The real risk classes by CWE, and the fix.

Windsurf's Cascade agent edits files, runs commands and calls MCP tools. The real security risks, what the built-in controls cover, and how to secure Windsurf.

Claude Code reads your repo, runs shell commands and calls MCP tools. The real security risks, what built-in controls cover, and how to secure it.

Cursor reads your repo, runs tasks and generates code fast. Here are the real Cursor security risks, what built-in controls cover, and why they fall short.

Most Rust SAST is pattern matching: false positives plus missed bugs. Here is why dataflow analysis catches the SQL injection, XSS and SSRF it cannot.

Is GitHub Copilot safe, even in regulated industries? Yes on Business or Enterprise, with controls. The risks its exclusions and secret scanning miss, and the fix.

Is Codex safe? Yes with the sandbox on, no in full-access. What Seatbelt, workspace-write and danger-full-access cover, the six risks they miss, how to govern it.

One npx line wires Claude Code, Cursor, Codex, Windsurf and VS Code Copilot into your governance layer: business rules, OWASP, SOC 2 and GDPR, action guards.

Open any SAST report and you see hundreds of red flags. A field guide to reachability, exploitability and business logic, and why scanners confuse them.

Their CI/CD was perfect. Snyk ran, Dependabot watched, every indicator was green. Ten minutes into the audit, I bought their entire inventory for 0 euros.

AI is redefining Secure by Design, turning static security into proactive defense. See how AI agents predict and prevent threats before they happen.