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Security & Compliance for the AI Era

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10 Security Risks to Review in AI-Generated Next.js Code
Vulnerability Research2026-08-14 · 15 min readFeatured Teardown

10 Security Risks to Review Before Shipping AI-Generated Next.js Code

A 15-minute forensic breakdown of the 10 most critical vulnerabilities AI coding assistants introduce into modern Next.js, Supabase, and Node.js applications, with runnable exploits and defensive engineering blueprints.

VG
Vladyslav Gusarov
DevSecOps Lead at Bryxe
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EU AI Act & NIS2 for SaaS Developers: The Complete Technical Compliance Blueprint
EU Compliance12 min read

EU AI Act & NIS2 for SaaS Developers: The Complete Technical Compliance Blueprint (Entering Force August 2026)

A 12-minute comprehensive engineering guide to the European AI Act and NIS2 Directive. Article-by-article code translation, cryptographic audit logs, kill-switch architecture, and automated compliance verification.

2026-07-10Read →
How AI-Generated Code Leaks Stripe Money: Webhook Forgery & $87,000 Post-Mortem
Payment Security10 min read

How AI Code Leaks Stripe Money: Webhook Forgery, Key Exposure & The $87,000 Forensic Post-Mortem

A 10-minute deep forensic investigation into how AI coding tools leak Stripe secret keys, bypass webhook signature verification, and expose SaaS startups to massive financial fraud.

2026-06-22Read →
Postgres Row Level Security (RLS) Traps in AI-Assisted Backends: 5 Bypasses
Database Security8 min read

Postgres Row Level Security Traps in AI-Generated Code: 5 Bypasses and Safe Patterns

An 8-minute technical analysis of how AI coding assistants create broken Postgres Row Level Security (RLS) policies in Supabase and Prisma. How attackers bypass auth.uid() and how to secure multi-tenant databases.

2026-05-19Read →
The Pre-Deploy DevSecOps Checklist: 25 Security Checks for AI-Assisted Apps
DevSecOps Engineering5 min read

The Pre-Deploy DevSecOps Checklist: 25 Non-Negotiable Checks Before Shipping AI-Generated Code

A 5-minute actionable, high-velocity security checklist for developers shipping software with Cursor, Claude Code, and ChatGPT. 25 terminal commands and code verification rules before production deploy.

2026-09-01Read →
The Ultimate AI Code Security Checklist: 25 Things to Verify Before Shipping AI-Generated Code [2026] [Audit]
Vulnerability Research15 min read

Stop Deploying AI Slop: The Gritty 25-Point Checklist You Actually Need

An exhaustive, no-nonsense DevSecOps guide to securing LLM-generated code before it blows up your production environment.

2026-09-25Read →
The True Cost of AI Code Vulnerabilities: A 2026 Financial & ROI Analysis [Data Study]
DevSecOps Engineering15 min read

Copilot's Hidden Price Tag: Calculating the Real Cost of LLM-Generated Trash

We let LLMs write our code and now we're paying the price. Here is the actual math on what AI-generated security holes cost in 2026, and how to prove DevSecOps ROI to your CFO before prod burns down.

2026-09-25Read →
API Security Best Practices: Protecting REST & GraphQL Endpoints [2026 Guide]
Vulnerability Research15 min read

API Security Best Practices: Protecting REST & GraphQL Endpoints [2026 Guide]

Stop shipping broken APIs. Here is the unvarnished truth about securing REST and GraphQL endpoints before your startup ends up in a headline.

2026-09-25Read →
AWS Serverless Security: Why Your Lambdas Are Getting Hacked [2026]
Vulnerability Research15 min read

The ugly truth about your 'secure' serverless architecture.

Stop slapping wildcard permissions on everything. A gritty, deep dive into AWS Lambda security, IAM privilege escalation, and event injection footguns.

2026-09-25Read →
Claude Code, Copilot or Cursor: A Security Evaluation Checklist
Vulnerability Research5 min read

How to Evaluate Claude Code, Copilot and Cursor for Your Security Workflow

Compare AI coding assistants using repository permissions, generated changes, dependency review and verification effort. Build an evaluation around your own stack.

2026-09-25Read →
Claude vs GPT-4o: How to Design a Code Security Benchmark
DevSecOps Engineering5 min read

How to Compare Claude and GPT-4o on Code Security Without Misleading Yourself

Design a reproducible security evaluation for generated code: fixed versions, representative tasks, independent review and transparent limitations.

2026-09-25Read →
Cursor IDE Security Audit: 7 Dangerous Patterns Cursor Ships Into Production [2026 Report]
Vulnerability Research15 min read

Cursor IDE Security Audit: 7 Dangerous Patterns Cursor Ships Into Production [2026 Report]

Stop trusting AI with your auth logic. A massive 2026 security audit of Cursor IDE exposes 7 fatal patterns being shipped to prod right now.

2026-09-25Read →
DevSecOps Pipeline: The Complete CI/CD Security Automation Guide [2026 Audit]
Vulnerability Research15 min read

Stop shipping garbage code. Here's how to build a CI/CD security pipeline that doesn't suck.

A brutal, no-bs guide to building a production-grade DevSecOps pipeline with GitHub Actions, SAST, DAST, and Bryxe in 2026.

2026-09-25Read →
Docker Container Security: Scanning Images for CVEs [2026 Data]
Vulnerability Research15 min read

Stop shipping vulnerable trash to production.

A gritty, real-world breakdown of Docker container security, multi-stage builds, and why your base images are a supply chain nightmare.

2026-09-25Read →
DORA Compliance Guide 2026: Mapping ENISA to Next.js (Step-by-Step)
EU Compliance15 min read

The 2026 DORA Mandate: Nailing Next.js and Cloud Infra for EU Resilience Without the BS

Look, DORA compliance in 2026 is a massive pain in the ass. Here's how to map ENISA specs to Next.js App Router and cloud infra without bricking your prod deployments. We're talking real DevSecOps architecture, ROI math, and automation that actually works.

2026-09-25Read →
GitHub Copilot is Leaking Your Secrets: A 2026 Security Audit [Data Study]
Vulnerability Research15 min read

Stop blindly trusting the robot. Copilot is shipping CVEs directly to your prod.

An exhaustive audit of GitHub Copilot security, AI coding vulnerabilities, and how it leaks secrets while generating race conditions.

2026-09-25Read →
Kubernetes Security: 15 Misconfigurations That Will Get Your Cluster Owned [2026 Data]
Vulnerability Research15 min read

Stop shipping default K8s configs. Fix these 15 footguns before you get breached.

A gritty, zero-BS guide to the 15 most critical Kubernetes security misconfigurations in 2026, complete with vulnerable vs hardened YAML examples.

2026-09-25Read →
Next.js 16 Security: The Ultimate App Router Guide [2026 Audit]
Vulnerability Research15 min read

Stop shipping vulnerabilities in Next.js 16 Server Actions and RSCs.

A deep dive into Next.js App Router vulnerabilities, SSRF, insecure deserialization, and how to secure Server Actions.

2026-09-25Read →
OWASP Top 10 for LLM Applications: A Developer's Survival Guide [2026 Data]
Vulnerability Research15 min read

Stop Deploying Insecure AI. The 2026 OWASP Top 10 for LLMs is Here, and You're Probably Failing All of It.

A brutal, no-nonsense teardown of the OWASP Top 10 for LLMs. Real attack vectors, real defensive code, and why your RAG pipeline is a ticking time bomb.

2026-09-25Read →
Secure Coding Practices: The Senior Engineer's Playbook [2026 Audit]
Vulnerability Research15 min read

Stop shipping footguns. Here is how you actually write secure code in 2026.

A gritty, no-BS playbook for secure coding practices. We cover input validation with Zod, parameterized queries, CSP, and the SDLC security patterns you're probably ignoring.

2026-09-25Read →
SOC 2 vs ISO 27001 vs NIS2: Which Compliance Framework Does Your SaaS Actually Need? [2026 Guide]
Vulnerability Research15 min read

Stop Guessing Your Compliance Posture. Here's the Real Math Behind SOC 2, ISO 27001, and NIS2.

A brutal, no-BS comparison of modern compliance frameworks. What they cost, how long they take, and what happens when you ignore them.

2026-09-25Read →
Stripe & PCI-DSS 4.0: Engineering a Bulletproof Payment Flow in Next.js [2026 Guide]
Payment Security15 min read

Stripe & PCI-DSS 4.0: Wiring Up a Next.js Payment Flow That Actually Passes Audits

Look, passing PCI-DSS 4.0 in Next.js with Stripe is a massive pain in the ass. Here is exactly how we shipped it to prod without nuking our conversion rates.

2026-09-25Read →
Supabase Security: Row Level Security Mistakes That Will Get You Hacked [Audit]
Vulnerability Research15 min read

Stop shipping broken RLS policies to prod.

A deep dive into real-world RLS bypass techniques, Supabase auth misconfigurations, and how to stop leaking your production database to the internet.

2026-09-25Read →
Vibe Coding Security: Why Your AI-Generated Code is a Ticking Time Bomb [2026 Audit]
Vulnerability Research15 min read

Vibe Coding Security: Why Your AI-Generated Code is a Ticking Time Bomb [2026 Audit]

The definitive, no-bs breakdown of why vibe coding is shipping critical vulnerabilities straight to prod, and how to stop the bleeding before your next breach.

2026-09-25Read →

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