Vulnerability triage
Separate actionable risk from feed noise with source-linked rationale and priority context.
Security research and consulting for cloud, product, and AI risk.
I help teams decide which vulnerabilities matter.
I turn noisy security signals into reviewed, source-linked decisions. I write vulnerability reports with reproduction steps, impact boundaries, and remediation notes, and I review cloud and Kubernetes deployment risk before it becomes production risk.
What I help teams decide
Proof points
Separate actionable risk from feed noise with source-linked rationale and priority context.
Review release paths, auth boundaries, and deployment risk before production changes.
Turn findings into source-linked decisions with assumptions, impact boundaries, and remediation paths.
Decision process
Turn noisy feeds into reviewed decisions, reduce cloud and Kubernetes release risk, and frame findings into actions teams can execute.
Keep source links, assumptions, and reviewer state visible so security decisions can be checked quickly and communicated clearly.
Best for vulnerability triage, cloud/release review, and product-security advisory work when teams need a sharper decision path instead of more alerts.
Supporting proof
Recognition
Supporting signal from the same reporting trail.
Five advisory references (126799, 126798, 126797, 126794, 126792) tied to the same UIKit reporting trail.
Valid vulnerability-report experience focused on safe reproduction and useful remediation detail.

Independent work
Supporting signals that show practical tooling and public security-education reach.
Developer tooling
Created and launched a Visual Studio Code extension that adds file modification dates and context directly to the VS Code Explorer.
VS Code Marketplace, 1.3k+ installs
View on VS Code MarketplaceCommunity signal

A public @incredincomp post about teaching Burp Suite was featured by PortSwigger in a LinkedIn update about security education.
Next steps
Bring vulnerability triage questions, cloud and release review decisions, product-security or advisory findings, or AI-assisted security operations queues. You get source-linked reasoning, clear assumptions, and practical remediation paths.
Consulting