Adan Álvarez · Principal Security Architect & Researcher

Making security AI-ready

I help security keep up with AI, and with the attackers who use it.

My work has been featured in

  • tl;dr sec
  • Detection Engineering Weekly
  • CloudSecList
  • AWS Security Digest
  • This Week in 4n6

AWS Community Builder

Portrait of Adan Álvarez

How I see it

Security has three jobs in the AI era

Every company is changing because of AI. Security has to help that change happen, change how it works itself, and face attackers who now use AI too. All at the same time.

  1. 01

    Enable

    Help the company adopt AI safely instead of blocking it, from AI services in AWS to the agents teams build on top of them.

  2. 02

    Transform

    Rethink how security works: automate the repetitive, use AI where it earns its place, and help people grow into engineers. Not everything needs an agent.

  3. 03

    Defend

    Contain attackers who move at machine speed with solid fundamentals, like segmentation, deception and good alerts, plus AI where it adds speed.

Featured research

What AI attackers actually do in AWS

Experiments with real CloudTrail data, published with the data and the code so you can run them yourself.

Writing

Latest articles

All writing

Open source

Tools and data from my research

All projects
  • llm-trails

    What LLMs reach for inside a breached AWS account, mapped to CloudTrail.

    GitHub

  • TrailDiscover

    CloudTrail events mapped to real-world incidents, research and MITRE ATT&CK.

    176GitHub stars

  • TrailAlerts

    AWS-native, serverless detection: write simple rules as code and get rich alerts.

    52GitHub stars

  • HoneyTrail

    Deploy honeyservices in AWS that alert on unauthorized access.

    52GitHub stars

About

I've sat in almost every seat

I started out keeping Linux and VoIP servers alive. Then I spent years as a pentester, breaking into systems for a living. After that, I joined a digital mental health company as its first full-time security engineer. When the data you protect is about people's mental health, you learn fast that security is really about trust.

Today I'm Principal Security Architect & Researcher at A2SECURE, supporting our security engineering and operations team, from the SOC to the engineers who build our defenses.

More about me
  1. 2010SysadminKeeping Linux and VoIP servers alive
  2. 2017PentesterBreaking into systems for a living
  3. 2021First security engineerBuilding security from scratch at a digital mental health company
  4. 2023Principal engineerProduct security and detection engineering, audit-ready for HIPAA, SOC 2 and GDPR
  5. 2025Architect & researcherHelping a security engineering and operations team work better with AI

Let's talk

If you're figuring out how to approach security in your company, or what AI means for it, I'm always happy to chat.

Message me on LinkedIn