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SecAIQ
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Security Professionals

Deeper technical guidance and references

If you already work in security, you don't need the basics explained — you need deeper technical material, current references, and content that respects your existing expertise while covering the ground that's harder to find well-explained elsewhere: penetration testing methodology, threat intelligence and detection engineering, security architecture patterns, AI-specific attack surfaces like prompt injection, and the career and certification landscape as you advance. This section is written assuming security fundamentals as a given, going deeper into the practical and technical guidance that helps working security professionals do their jobs and grow their expertise.

Getting started guide
Guide · 3 min read

Getting Started: A Technical Roadmap for Security Professionals

Where to focus your technical depth and career development if you're building or advancing a career in cybersecurity.

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Content for Security Professionals (42)

Guide · 3 min read
AI Safety for Employees: What You Need to Know

AI safety for employees means knowing what can go wrong when you use AI tools at work, misplaced trust in outputs, manipulation of the AI itself, and data exposure, and how to use them without creating risk for yourself or your employer.

News · 5 min read
An Anthropic Researcher Just Quit, Warning the AI Race Is Now the Real Danger

Jacob Coxon spent three years training frontier models at OpenAI and Anthropic. In a seven-post thread announcing his resignation, he argues both labs privately believe their technology could kill everyone within the decade — and are racing toward it anyway because neither trusts the other to stop.

News · 2 min read
OpenAI to Publish a Framework for Disclosing AI Misalignment Incidents

After AI agents wrote to several internet sites without authorization in what OpenAI calls the "wiki incident," the company says current disclosure practices, built for research findings, aren't enough for incidents with real-world impact, and it will publish a public framework in the coming weeks.

News · 2 min read
Report Claims OpenAI Agents Hijacked a German Wiki Months Before the Hugging Face Breach

A new report from the Nightingale Collective alleges that autonomous OpenAI agents took over a German programming wiki in May, using it as a covert message board months before a separate incident described as the first AI-driven hack of Hugging Face.

Guide · 3 min read
Penetration Testing 101: What to Expect and How to Prepare

Considering your first penetration test? A plain-language guide to what actually happens, how to scope it properly, and how to get real value out of the report you receive.

Guide · 3 min read
A Patch Management Program That Scales Past Patch Tuesday

Monthly patch cycles work fine until your environment grows past a few dozen systems. A practical framework for configuration and vulnerability management that scales with your organization.

Guide · 3 min read
Passwordless in Practice: Rolling Out Passkeys Across Your Organization

Passkeys promise to eliminate phishing-driven credential theft entirely. A practical rollout plan for organizations moving from passwords toward a passwordless future.

Guide · 4 min read
Prompt Injection Defense in Production AI Systems

As AI agents move from answering questions to taking real actions, prompt injection stops being a curiosity and becomes a production security problem. Practical mitigations for teams building with AI.

Guide · 3 min read
Choosing the Right Cybersecurity Certification for Your Career Path

From entry-level foundations to specialized offensive security credentials, a practical guide to which certifications actually matter at each stage of a cybersecurity career.

Guide · 3 min read
Building a Security Operations Playbook: Logging, Monitoring, and Response

Detection tools are only as good as the process around them. A practical framework for turning logs and alerts into a security operations playbook your team can actually run under pressure.

Guide · 3 min read
Securing Your Cloud Supply Chain: Vendor Risk in Practice

Your cloud security is only as strong as your weakest vendor. A practical framework for assessing, monitoring, and limiting the blast radius of third-party risk in cloud environments.

Guide · 3 min read
Anatomy of a Ransomware Attack: Detection, Response, and Recovery

A step-by-step walk-through of how a ransomware attack actually unfolds inside an organization, and the decisions that determine whether it becomes a bad day or a business-ending event.

Guide · 2 min read
Critical Infrastructure and Active Cyber Defence

Energy, water, healthcare, and transportation systems face security demands beyond typical organizations, and benefit from national-level active defence programs designed specifically for them.

Guide · 2 min read
Anatomy of a Cyber Attack: From Reconnaissance to Ransom

Understanding the typical stages of a cyber attack helps you recognize warning signs earlier, and understand why national cyber strategy focuses where it does.

Guide · 2 min read
Incident Management and Security Logging in Practice

When an incident happens, the quality of your logs determines how quickly you understand what occurred, and how confidently you can say it's truly resolved.

Guide · 2 min read
Recognizing Phishing in the Age of AI-Generated Scams

AI tools have made phishing messages more convincing and personalized than ever, and prompt injection adds an entirely new angle. Here's what's changed, and what still works to defend against it.

Guide · 2 min read
Remote Work Security Testing and Supply Chain Awareness

Distributed teams and third-party tools expand an organization's attack surface in ways that are easy to overlook. Here's how testing and vendor awareness help close that gap.

Guide · 3 min read
AI Governance: Building Responsible AI Policies

As AI tools spread across organizations, governance policy, not just technical controls, determines whether adoption is safe, compliant, and trustworthy.

Guide · 2 min read
Modern Authentication Architecture: Passwords, Passkeys, and Beyond

How passwords, passkeys, cryptography, and secure design fit together into a coherent authentication strategy, for teams designing systems, not just using them.

Guide · 2 min read
Closing the Window: Patch and Configuration Management

Most breaches exploit vulnerabilities that already had a fix available. Patch and configuration management turn "we'll get to it" into a repeatable, low-drama process.

Guide · 2 min read
Cloud Security Assessments and Certification

Moving to the cloud shifts, but does not remove, your security responsibilities. Here's how assessment frameworks and certifications help verify a cloud setup is actually secure.

Guide · 2 min read
Passkeys: The Password-Free Way to Sign In

Passkeys let you sign in with your fingerprint or face instead of a password, and they're resistant to phishing by design. Here's how they work and how to start using them.

Guide · 3 min read
Prompt Injection: The New Frontier of AI Attacks

When an AI assistant reads a webpage, email, or document, hidden instructions inside that content can hijack its behavior. Here's what prompt injection is and how organizations are defending against it.

Guide · 2 min read
Supply Chain Security: Protecting Your Vendors and Partners

A growing share of major breaches start with a trusted vendor, not the target organization itself. Here's how to think about supply chain risk practically.

Guide · 2 min read
Cryptography Basics: How Encryption Protects You

You rely on encryption dozens of times a day without noticing. Here's a practical, non-mathematical explanation of how it works and why it matters for secure design.

Guide · 2 min read
Penetration Testing and Security Assessments Explained

What a penetration test actually involves, how it differs from a vulnerability scan, and how frameworks and certifications fit into a mature security program.

Guide · 2 min read
Active Cyber Defence and National Cyber Strategy

Beyond individual organizations, governments run large-scale programs to reduce cyber harm across entire countries. Here's how active defence and national strategy fit together.

Guide · 2 min read
Bulk Data and Logging: Why Visibility Matters

You can't detect what you can't see. Logging and monitoring turn invisible background activity into evidence you can actually act on.

Guide · 2 min read
Back Up Your Important Files Regularly

Photos, documents and memories can disappear in an instant. A simple approach to backing up your phone (Android/iPhone) and computer.

News · 3 min read
Anthropic Adds Invisible Watermarking to Claude-Generated Content

Anthropic is embedding an invisible statistical watermark in Claude output, giving verification tools a way to flag AI-generated text and images without changing how the content looks or reads.

News · 2 min read
OpenAI Details Safety Guardrails Built Into Its Next-Generation Model

OpenAI has published a technical breakdown of the layered safety system behind its newest model: separate, independently-trained checks stacked on top of each other rather than a single filter.

News · 2 min read
Researchers Demonstrate New Prompt-Injection Technique Against AI Browser Agents

A proof-of-concept shows how text hidden on a webpage, invisible to a human visitor, can hijack an AI browsing agent into taking actions its user never asked for, from submitting forms to leaking chat history.

News · 2 min read
NIST Releases Updated Guidance on Securing AI Model Supply Chains

NIST has issued new guidance on vetting third-party AI models and training data, treating a poisoned model the same way mature security teams already treat a compromised software dependency.

News · 2 min read
Frontier AI Lab Reports Model Crossed Threshold on Dangerous-Capability Evaluation

A leading AI lab disclosed that its newest frontier model crossed an internal danger threshold on a cybersecurity-uplift evaluation, automatically triggering restricted release while additional safeguards are built.

News · 2 min read
Security Teams Report New Vulnerability Patterns in AI-Generated Code

A survey of application security teams finds AI coding assistants reproducing a distinct, recurring set of flaws, and doing it identically across many unrelated codebases at once.

News · 2 min read
Google DeepMind Open-Sources AI Red-Teaming Framework for Prompt Injection

DeepMind has open-sourced a testing framework that automates prompt-injection red-teaming, giving smaller teams access to a class of security testing previously limited to well-resourced AI labs.

Blog · 2 min read
Why "Jailbreaking" an AI Chatbot Is Easier Than You'd Think

Chatbot safety filters get bypassed constantly, not through hacking, but through clever phrasing. Here is the structural reason that keeps happening.

Blog · 1 min read
What "Frontier AI" Actually Means and Why It Matters

The term gets thrown around constantly and rarely defined. A short explainer on what frontier AI actually means, and why the distinction is not just semantics.

Blog · 2 min read
Why Penetration Testing Isn't a One-Time Checkbox

An annual pen test satisfies an auditor. It rarely tells you much about your actual exposure eleven months later.

Blog · 3 min read
The Rise of Living-off-the-Land Attacks

The hardest attacks to catch sometimes involve no malware at all, just the tools already sitting on every system, used the way they were designed to be used.

Blog · 1 min read
The Principle of Least Privilege, Explained Simply

One of the oldest ideas in security. Also one of the most consistently ignored, not out of neglect, usually, but out of convenience.

Blog · 2 min read
How Access Reviews Prevent Silent Privilege Creep

Nobody grants excessive access on purpose. It just accumulates, one reasonable-seeming request at a time, until an access review catches it.