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Audit BYOK Model Endpoints Before Your AI Agent Gets the Key

“Bring your own key” looks like a settings feature. For an AI coding agent, it is also a security boundary: a privileged workload will send repository…

securityaiopensourcedevsecops
Dev.to Jul 14, 2026, 04:49 UTC
EN

Falco on Kubernetes: Runtime Security with eBPF

Originally published on DevToolHub . Most Kubernetes security tools scan for misconfigurations — pods running as root, missing network policies, RBAC …

kubernetessecuritydevsecopsfalco
Dev.to Jul 13, 2026, 21:17 UTC
EN

Finding Exposed Services & Vulnerabilities: A Developer's Quick Guide with ScanSearch

Ever been in a situation where you need to quickly identify what services are exposed on a particular network range, or even across the internet? Mayb…

securitynetworkingdevsecopstools
Dev.to Jul 12, 2026, 04:00 UTC
EN

Migrating from Terraform to OpenTofu, safely

Move an existing project, safely. Migrating from Terraform to OpenTofu is less an engine transplant than a badge swap. OpenTofu began as a line-for-li…

terraformdevsecopssecuritydevops
Dev.to Jul 11, 2026, 07:22 UTC
EN

Why Cursor Keeps Writing Prototype Pollution Into Your Merge Code

TL;DR AI editors love writing recursive merge helpers, and most of them are open to prototype pollution. One crafted JSON payload with a proto key can…

securitywebdevaidevsecops
Dev.to Jul 10, 2026, 09:36 UTC
EN

Why Every CISO Needs an AIBOM in 2026 — And What Most Vendors Miss

A friend runs security at a mid-size fintech. Last month she got a Slack ping from her GRC lead: the EU AI Act auditor wanted a full inventory of AI s…

securityaidevsecopsgovernance
Dev.to Jul 6, 2026, 16:21 UTC
EN

Shifting Mobile Security Left: Applying SAST to Android Apps with MobSF

TL;DR — I took an intentionally vulnerable Android application, ran the static analysis engine of MobSF (Mobile Security Framework) via a local Docker…

securitymobiledevsecopsandroid
Dev.to Jul 6, 2026, 04:17 UTC
EN

Applying SAST to Infrastructure as Code: Scanning Terraform with Checkov

Abstract Infrastructure as Code (IaC) has turned cloud infrastructure into source code — and, therefore, into a valid target for Static Application Se…

securityawsdevsecopsterraform
Dev.to Jul 5, 2026, 22:16 UTC
EN

Your Phishing Simulation Score Is 99%. Here's Why That Worries Me.

The 2025 Verizon DBIR has a number that should change how you think about security training budgets. The median phishing click rate after years of rep…

securitydevsecopsappsecdevops
Dev.to Jul 5, 2026, 01:38 UTC
EN

Your Infrastructure Has Bugs Too: Scanning Terraform with Checkov (IaC SAST)

TL;DR: Application code isn't the only thing that ships vulnerabilities — your Terraform does too. I wrote an intentionally insecure AWS configuration…

securityterraformdevsecopsaws
Dev.to Jul 4, 2026, 23:24 UTC
EN

Autonomous pentesting against Active Directory, without the black box

Active Directory is where most internal compromises happen and where most AI tools give up. Darkmoon runs the AD attack path autonomously and shows ev…

securityaiopensourcedevsecops
Dev.to Jul 4, 2026, 22:09 UTC
EN

Why evidence matters more than model memory in AI pentesting

An AI finding you cannot reproduce is a liability, not a result. Darkmoon attaches the exact commands and raw tool output to every finding so a human …

securityaiopensourcedevsecops
Dev.to Jul 4, 2026, 22:06 UTC
EN

Why Cursor Keeps Hashing Passwords With MD5 (And How to Fix It)

TL;DR AI editors still reach for md5/sha1 to hash passwords because that is what a decade of tutorials taught them Fast hashes are the whole problem: …

securitywebdevaidevsecops
Dev.to Jul 4, 2026, 16:07 UTC
EN

SAST vs SCA: why your CI pipeline needs both

When security teams talk about "scanning" code in CI/CD, they usually mean one of two very different things: scanning the code you wrote (SAST) or sca…

sastsecuritydevsecopswebdev
Dev.to Jun 29, 2026, 11:13 UTC
EN

Best DevSecOps Security Tools for CI/CD Pipeline Protection

I've spent twenty-five years building and securing deployment pipelines, and the single biggest shift in that time isn't a tool — it's where security …

devopsdevsecopscicdsecurity
Dev.to Jun 28, 2026, 05:05 UTC
EN

DevOps Security Best Practices Every Engineering Team Should Follow

I've spent 25 years securing Linux boxes, cloud accounts, CI/CD pipelines, and production clusters. The single most consistent lesson across all of it…

devopssecuritydevsecopshardening
Dev.to Jun 26, 2026, 14:01 UTC
EN

78% False Negatives: Your AI Security Scanner Is Gaslighting You

False negatives automated scanning tools are the silent killers in your security posture—they're the critical threats that slip past your defenses wit…

securitydevsecopsai
Dev.to Jun 26, 2026, 10:32 UTC
EN

DevSecOps Automation: A Deep Dive into SAST

In the era of Artificial Intelligence as a work buddy, it is imperative that security is enforced as development progresses. It could be tempting to t…

devsecopssastcicdsecurity
Dev.to Jun 25, 2026, 17:26 UTC
EN

Nation-State Actors Are Now Targeting Your AI Agent's npm Packages

This article was originally published on LucidShark Blog . On June 17, 2026, Microsoft Threat Intelligence published a report attributing a supply cha…

securitynpmaidevsecops
Dev.to Jun 25, 2026, 16:19 UTC
EN

DevSecOps Explained: Embedding Security into Every Deployment

Modern software delivery moves at extraordinary speed. Organizations deploy dozens, hundreds, or even thousands of times each day. While this accelera…

devopsdevsecopsprogrammingdiscuss
Dev.to Jun 23, 2026, 14:48 UTC
EN

Why Every CISO Needs an AIBOM in 2026 — And What Vendors Miss

A friend of mine runs security at a mid-sized fintech. About six weeks ago she called me, mildly furious, because her board had asked a question she c…

securityaidevsecopsgovernance
Dev.to Jun 22, 2026, 17:41 UTC
EN

Who Actually Owns This Service Account?

When that AWS service account gets compromised, who do you call? A question that shouldn't be hard. If you're in security or platform engineering, you…

securitynhidevsecopsappsec
Dev.to Jun 22, 2026, 13:23 UTC
EN

One "Fix This Code" Prompt Away from a Production Incident

This article was originally published on LucidShark Blog . A developer opened their AI coding tool, pasted in a critical authentication module, and ty…

aicodereviewproductionsecurityqualitygatesdevsecops
Dev.to Jun 18, 2026, 17:06 UTC
EN

Secret Scanning in CI: What Pre-Commit, Pull Request, and Main Branch Each Actually Catch

A teammate pastes an AWS access key into a PR comment to "debug quickly." Another commits .env.production because .gitignore was wrong on a new micros…

devsecopsgithubactionsgitleakssecrets
Dev.to Jun 17, 2026, 11:32 UTC
EN

DevSecOps: Integrating Security into Your CI/CD Pipeline

Security as an afterthought doesn't work. Finding a critical vulnerability in production costs 100x more than catching it during development. DevSecOp…

devsecopssecuritydevopscicd
Dev.to Jun 17, 2026, 11:18 UTC
EN

We scanned 17,000 Claude Code skills. 39% run shell commands - only 4% say so up front.

An AI skill is a Markdown file your coding agent reads and obeys. GitHub code search currently finds 74,192 SKILL.md files installed under .claude/ski…

claudedevsecopsaisecurityopensource
Dev.to Jun 10, 2026, 19:09 UTC
EN

End-to-End GitHub Security Hardening Guide for Organizations

GitHub is not just a source code platform anymore. For most engineering organizations, GitHub is part identity system, part software supply chain, par…

githubsecuritydevsecopssupplychain
Dev.to Jun 10, 2026, 03:33 UTC
EN

Cloud Security Is Not About the Tools — It Is About the Thinking Behind Them

Most people think cloud security is about tools. Install GuardDuty. Enable Security Hub. Turn on CloudTrail. Done. It is not that simple. Tools withou…

cloudsecuritydevsecops
Dev.to Jun 8, 2026, 04:15 UTC
EN

Applying Checkov to Terraform as Code – A TFSEC Alternative

Static Application Security Testing (SAST) is a critical practice in modern DevSecOps. While tools like SonarQube, Snyk, and Veracode are popular, thi…

javaspringbootdevsecopscybersecurity
Dev.to Jun 5, 2026, 18:21 UTC
EN

AI Security Scanning Tools in 2026: Snyk vs Semgrep vs OX Security — Real False-Positive Rates Tested

AI Security Scanning Tools in 2026: Snyk vs Semgrep vs OX Security — Real False-Positive Rates Tested If you're still manually reviewing security scan…

securitycodingdevsecopstools
Dev.to Jun 5, 2026, 17:41 UTC

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