Insights &amp; Analysis

For Compliance TeamsRead article

2,863 Google Cloud Keys Became Auth Tokens Without Warning

What Happened In late 2024, Truffle Security discovered 2,863 live Google Cloud API keys exposed in public repositories. These weren t stolen credentials or phishing victims—they were legitimate billi

API Key Security Audit: Preventing Unauthorized AI Access

API Key Security Audit: Preventing Unauthorized AI Access

The security profile of API keys has shifted dramatically. Researchers at TruffleHog discovered over 2,800 live Google API keys publicly exposed in code repositories—keys that now grant access to Goog

For DevelopersRead

Protecting Model Updates in Federated Learning: Your Input Privacy Checklist

Protecting Model Updates in Federated Learning: Your Input Privacy Checklist

If your organization is deploying federated learning systems, you re already dealing with a core privacy challenge: training models on distributed data without centralizing that data. But protecting t

React Native Security Reference: OWASP MAS Implementation for Cross-Platform Apps

React Native Security Reference: OWASP MAS Implementation for Cross-Platform Apps

Scope - What This Guide Covers This guide focuses on implementing security for React Native applications using resources from the OWASP Mobile Application Security (MAS) project. It provides specific

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IAM for AI Agents: A Step-by-Step Implementation Guide

IAM for AI Agents: A Step-by-Step Implementation Guide

Your IAM system was designed for humans and services with predictable behavior. AI agents break that model. According to a 2025 SailPoint survey, 80% of organizations using AI agents have observed the

Preparing Your Kafka Infrastructure for Agent Communication and Real-Time Anomaly Detection

4 min read

Preparing Your Kafka Infrastructure for Agent Communication and Real-Time Anomaly Detection

Confluent s February 26 announcement of Agent2Agent (A2A) protocol support, multivariate anomaly detection, and Queues for Kafka (KIP-932) marks a significant shift in how you need to architect event

For DevOps LeadersRead

Your AI Coding Agent Isn't Slow Because It's Dumb

General

4 min read

Your AI Coding Agent Isn't Slow Because It's Dumb

The conventional wisdom : When AI coding agents don t boost productivity, teams often think they need a smarter model. They consider waiting for GPT-5, switching to Claude Opus, or fine-tuning on prop

For DevelopersRead

Five Myths About Securing AI Agents That Will Get You Breached

General

6 min read

Five Myths About Securing AI Agents That Will Get You Breached

Your security team just approved an AI coding assistant for your engineering team. Within days, developers are using it to refactor authentication logic, query production databases, and push code chan

API Keys Outnumber Employees 10-to-1: What a Financial Services Team Learned About Machine Identity Sprawl

6 min read

API Keys Outnumber Employees 10-to-1: What a Financial Services Team Learned About Machine Identity Sprawl

The Challenge Your organization relies on machines communicating with each other. Service accounts authenticate to cloud platforms, API keys authorize CI/CD pipelines, and OAuth tokens connect microse

AI Agents Won't Break Your Security—But These Five Myths Will

General

AI Agents Won't Break Your Security—But These Five Myths Will

Your DevSecOps team has built robust approval gates, security reviews, and change management processes assuming humans make the decisions. Now, AI agents are shipping code, modifying infrastructure, a

For DevOps LeadersRead

Should You Let AI Scan the Code AI Wrote?

Vendor News

3 min read

Should You Let AI Scan the Code AI Wrote?

The Challenge of AI-Generated Code Your team is using AI coding assistants to accelerate development, but this introduces a new challenge: how do you secure AI-generated code? Should you rely on tradi

AI Code Generators Don't Write Insecure Code (And Other Dangerous Myths)

Guides

3 min read

AI Code Generators Don't Write Insecure Code (And Other Dangerous Myths)

Your team may have adopted tools like GitHub Copilot or Claude to accelerate development. While management appreciates the increased productivity, and developers enjoy bypassing repetitive tasks, secu

82% of Organizations Can't Name Their AI Assets

82% of Organizations Can't Name Their AI Assets

Your developers are using AI to write code. Your security team scans containers and dependencies. But when someone asks, What AI models are running in production? — silence. Here s what the data shows

Should You Build IAM on Open Source or Buy a Vendor Solution?

Research

3 min read

Should You Build IAM on Open Source or Buy a Vendor Solution?

The Decision You Face Your organization needs a new identity and access management (IAM) system. You re evaluating options: should you adopt an open source IAM platform that you ll need to operate and

SAIL Framework Implementation: What 6 Months of Adoption Data Reveals

SAIL Framework Implementation: What 6 Months of Adoption Data Reveals

The SAIL Framework v1.0 launched in June 2025 with ambitious guidance for AI security governance. Six months later, the picture is clear: organizations struggle to translate framework phases into enfo

Federated Vulnerability Intelligence: What Your Team Needs to Know

Federated Vulnerability Intelligence: What Your Team Needs to Know

Over 90% of modern applications rely on open-source components. Your vulnerability management process likely depends on a single source of truth: the CVE database . That assumption is about to change.