What I can help with.
Here's what I can help with now. and what I'm building toward. No fake consulting credentials. Just honest positioning.
What I Can Help With Now
Based on what I actually do every day. evaluating AI systems, researching failures, and translating technical security into clear guidance.
Technical Writing
AI security concepts explained clearly. Articles, documentation, guides, and educational content. Published on Microsoft Learn. Write regularly about AI security.
AI Security Research
Research-backed analysis of AI security topics. I study AI incidents daily. what goes wrong, why, and what patterns emerge. Can synthesize this into actionable briefings.
Checklists & Frameworks
Practical tools for AI deployment decisions. Based on real incident analysis, not theoretical frameworks. The kind of checklists I wish existed when I started.
What I Bring to the Work
Daily AI Evaluation
I evaluate outputs from Claude, GPT, and Gemini every day through Outlier. Not theoretical. I see where models succeed and fail constantly.
Obsessive Research
I read every AI incident report I can find. Follow failures in the news, dig into security advisories, track patterns across the industry.
Red Team Mindset
Active practice on HackTheBox. I think about how systems break, not just how they're supposed to work. Shapes everything I write.
Developer Background
6 years building software before security. I understand code, architectures, and why security recommendations get ignored when impractical.
What I'm Building Toward
Where I'm headed. Studying for CEH, expanding red team practice, developing the experience base to offer these confidently.
AI Red Teaming
Adversarial testing of AI systems. Prompt injection, jailbreaks, data extraction, safety bypass. Building skills through structured practice and CTF work.
Building SkillsSecurity Consulting
Full security assessments for AI deployments. Risk analysis, governance frameworks, vendor evaluation. Building the track record.
Building Track RecordTeam Training
Workshops for security and development teams on AI-specific threats. Developing curriculum based on real-world case studies.
Developing CurriculumWhy I'm Telling You This
I could pretend I've done dozens of consulting engagements. I haven't. I could claim years of red team experience. I'm still building it.
What I have is real: daily hands-on AI evaluation, obsessive research into what goes wrong, red team practice, and the ability to explain complex security concepts clearly.
That's what I'm selling. If that's what you need, let's talk.
Interested in working together?
Tell me what you're working on. I'll be honest about whether I can help.
Get In Touch