State of AI Code Security: What We Found in 2026
Top 5 findings from the 2026 AI Code Security Report. 92% of AI-generated codebases have critical vulnerabilities. 88% lack rate limiting. 78% expose secrets.
Intelligence Feed
Dispatches from the lab
The Sherlock Forensics Intelligence Feed provides expert analysis of AI code security, vibe coding vulnerabilities, CVE advisories and digital forensics methodologies from certified examiners with over 20 years of field experience in Vancouver, BC.
Featured Analysis
What We Found Auditing 50 AI-Built Applications
Aggregate data from 50 AI code audits. 92% had critical vulnerabilities, 78% stored secrets in plaintext and 54% had SQL injection. Vibe-coded vs professional comparison.
How a $1,500 Audit Saved a Startup From a Data Breach
Anonymized case study. 3-person SaaS startup built with Cursor. 8 critical vulnerabilities found in a $1,500 quick audit and fixed in 2 days.
Security Audit vs. Doing Nothing: The Real Cost
$1,500 audit vs $4.88M breach. The math of prevention vs doing nothing, including PIPEDA fines, cyber insurance and reputation damage.
Is Your Vibe-Coded Login Page Actually Secure? (Probably Not)
The 10 most common security disasters in vibe-coded authentication. Plaintext passwords, client-side auth, exposed .env files and more.
The 5-Minute Security Check Before You Launch Your AI-Built App
Ten checks you can run right now. If you fail more than two you need a professional audit before launch.
Your AI-Built App vs. a Real Attacker: What Actually Happens
A realistic 60-minute attack walkthrough on a typical vibe-coded SaaS. From recon to database dump to Stripe access.
Do I Need a Pentest for My Side Project?
Decision tree for founders. If it handles user data, processes payments or has login, the answer is yes.
What Happens When You Store Passwords in Text Files
Directory traversal, server misconfiguration and zero hashing. Why flat file password storage is catastrophic and what to use instead.
Audit Your AI Slop Before It Costs You Everything
AI slop ships fast and breaks faster. Unreviewed AI-generated code carries injection flaws, hallucinated dependencies and hardcoded secrets that survive to production.
Your AI Masterpiece Might Be a Security Timebomb
Working code is not secure code. AI writes functional applications that hide auth bypasses, injectable queries and unprotected API endpoints.
Your Vibe-Coded App Got Hacked. Now What?
You built it in a weekend with Cursor. An attacker dismantled it in an afternoon. The incident response playbook for AI-built applications.
The 2026 AI Code Audit Checklist: What Every CTO Needs to Review
Nine security categories every CTO must check before shipping AI-generated code. Dependency verification, secrets scanning, auth review and more.
5 Vulnerabilities AI Code Assistants Introduce
Hallucinated packages, weak randomness, SQL injection, hardcoded secrets and insecure deserialization. The five patterns we find in every AI code audit.
Claude Mythos Just Changed the Threat Landscape
Anthropic's Claude Mythos found thousands of zero-days for under $50 each. Over 99% remain unpatched.
You Vibe Coded It. Now Secure It.
The rise of non-developers shipping production apps and why scanning alone is not enough to secure vibe coded software.
Why Every AI Product Needs a Security Audit Before Launch
EU AI Act, NIST AI RMF and investor expectations are making AI security audits a pre-launch requirement.
Real AI Attacks in 2026: What Actually Happened
Documented cases of AI systems being exploited in production. Prompt injection, model poisoning and supply chain attacks with real-world impact.
Can AI Be Hacked?
A forensic examination of AI attack surfaces. Model extraction, data poisoning, adversarial inputs and the security gaps most teams overlook.
Shadow AI: The Employee Risk You Are Not Tracking
Employees are using AI tools you did not approve on data you did not authorize. The compliance and security implications are significant.
Best Penetration Testing Tools in 2026
The tools our team actually uses on engagements. From reconnaissance to exploitation to reporting.
PIPEDA Compliance Guide for 2026
What Canadian businesses need to know about PIPEDA compliance, data breach notification and privacy impact assessments.
Encrypted Memory Forensics in the Post-Quantum Era
How evolving post-quantum encryption standards are reshaping volatile memory analysis and what forensic examiners must adapt.
AI-Generated Deepfakes in Legal Proceedings
A forensic methodology for authenticating digital evidence when AI-generated media enters the courtroom.
Why Your AI Startup Needs a Pen Test Before Demo Day
Investors are asking about security posture. Here is what a pre-funding penetration test actually covers and why waiting costs more.
CVE Intelligence
Latest CVE Alerts
High and critical vulnerabilities relevant to cloud, web and AI infrastructure. Updated daily from the National Vulnerability Database.
| CVE | Severity | CVSS | Affected Product | Vulnerability |
|---|---|---|---|---|
| CVE-2026-23696 | CRITICAL | 9.9 | Windmill CE/EE | SQL injection in folder ownership management |
| CVE-2021-4473 | CRITICAL | 9.8 | Tianxin Management System | Command injection in Reporter component |
| CVE-2026-22679 | CRITICAL | 9.8 | Weaver E-cology 10.0 | Unauthenticated RCE via debug endpoint |
| CVE-2026-3296 | CRITICAL | 9.8 | Everest Forms (WordPress) | PHP Object Injection via deserialization |
| CVE-2026-4631 | CRITICAL | 9.8 | Cockpit (Linux) | SSH command injection via login endpoint |
| CVE-2026-1346 | CRITICAL | 9.3 | IBM Verify Identity Access | Privilege escalation for local users |
| CVE-2026-22683 | HIGH | 8.8 | Windmill | Missing authorization bypasses operator restrictions |
| CVE-2026-3357 | HIGH | 8.8 | IBM Langflow Desktop | Insecure FAISS deserialization enables code execution |
| CVE-2026-1342 | HIGH | 8.5 | IBM Verify Identity Access | Local users can execute malicious scripts |
| CVE-2026-4788 | HIGH | 8.4 | IBM Tivoli Netcool Impact | Sensitive data exposure in log files |
| CVE-2026-4740 | HIGH | 8.2 | Red Hat ACM / Open Cluster Mgmt | Certificate forgery via improper validation |
| CVE-2026-5736 | HIGH | 7.3 | PowerJob | detailPlus endpoint manipulation |
| CVE-2026-5739 | HIGH | 7.3 | PowerJob | Code injection via OpenAPI workflow endpoint |
| CVE-2026-5741 | HIGH | 7.3 | docker-mcp-server | OS command injection via HTTP interface |
| CVE-2026-1343 | HIGH | 7.2 | IBM Verify Identity Access | SSRF exposes internal auth endpoints |
| CVE-2026-22682 | HIGH | 7.1 | OpenHarness | Improper access control exposes local files |