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Projects & Research

Tools, Research & Open Source

Security research, open source tooling, and experimental projects. Built to explore, understand, and solve real problems.

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a-scanner-duskli

Automated accessibility scanning for dusk.li, focused on dark mode support and WCAG2AA color contrast.

GitHub
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OID-See

BloodHound for OAuth in Entra ID — maps third-party app consent, scopes, assignments, and trust signals into a graph to surface impersonation risk and OAuth sprawl.

GitHub
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ISDF — Intune Stateful Device Fingerprinting

Cloud-stamped device metadata for Conditional Access — moves device trust out of the endpoint and into Azure, using TPM-rooted hardware identifiers validated by a Logic App with Managed Identity.

GitHub
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KuShu — Attack & Defence Research

KuShuSec is a collection of cloud security attack and defence research, tools, and mind maps — including the KuShu-Atama attack/defence mind map repository and SPADE research.

GitHub
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Az-Skywalker

A collection of Azure security research tools exposing control plane isolation flaws, cross-plane data exposure, and silent data harvesting in Microsoft Azure iPaaS services.

GitHub
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The Audrey Project

A curated RSS/OPML feed collection for tech and security professionals — helping you stay current without drowning in noise.

GitHub
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Recent Posts
The Bigger the Judge, the Better the Judgment? Not Quite.
The Bigger the Judge, the …

A few days ago, I published High Confidence Is Not a Security Control, having spent some time looking at JEV, a specialised decision model, and the security implications of allowing probabilistic AI judgments to drive consequential actions. The concern was straightforward: a model receives evidence, …

October 8, 2026 Read
"High Confidence" Is Not a Security Control
"High Confidence" Is Not …

AI security tooling keeps getting faster. Faster triage, faster classification, faster threat intelligence analysis, faster decisions. And, increasingly, faster automated action. That’s exciting, but it’s also where things start getting dangerous. I’ve been looking at JEV recently, …

October 2, 2026 Read
'A Human Should Check It' is Not an Agentic Security Control
'A Human Should Check It' …

A little while ago I demonstrated something fairly simple. An attacker-controlled HTTP User-Agent value was ingested into Microsoft Sentinel as part of normal security telemetry. Security Copilot then consumed that telemetry while analysing the incident. The User-Agent contained an indirect prompt …

September 30, 2026 Read
Continuous Access Evaluation: Is it really tho?
Continuous Access …

This is a personal blog and all content herein is my own opinion and not that of my employer. Background Continuous Access Evaluation, or CAE, is one of those security controls with a wonderfully descriptive name. Access is not supposed to be evaluated only when you first authenticate. It is …

September 16, 2026 Read
Daddy Issues: When APIM Workspaces Inherit the Parent Identity
Daddy Issues: When APIM …

This is a personal blog and all content herein is my own opinion and not that of my employer. Introduction Sometimes security research starts with an exploit. Sometimes it starts with a much more boring question: “Where is the actual security boundary?” This one started with the latter. …

September 14, 2026 Read
What The Entra Fudge?! Tenant Restrictions v1 Doesn't Mean What You Think It Means
What The Entra Fudge?! …

If you implemented Tenant Restrictions v1 and only validated Restrict-Access-To-Tenants, you may only have implemented half the control you think you have.

August 19, 2026 Read
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