AI security
LLM security starts with architecture
A technical explanation of token streams, prompt boundaries and the control layers around LLM applications.
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Articles.
Technical walkthroughs and lab research on application security, cloud environments, AI systems and defensive controls.
AI security
A multi-turn attack through the LLM tool layer
A controlled-lab attack chain showing how per-message filters, tool parameters and unsafe template context combine into cross-scope data exposure.
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Testing EDR controls with custom shellcode runners
A lab study of DLL unhooking, AMSI bypass and payload transformation against an enterprise EDR trial.
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AWS privilege escalation through SSRF and IAM
A lab walkthrough tracing SSRF, exposed credentials, S3 access and IAM privilege escalation in AWSGoat.
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Azure privilege escalation through automation accounts
An AzureGoat walkthrough covering SSRF, exposed application settings, RBAC discovery and runbook abuse.
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Cross-account AWS database access
A practical guide to VPC peering, IAM role assumption and Secrets Manager across AWS accounts.
Read articleAdversary simulation
Building a reproducible red team lab
A Windows and Active Directory lab for testing multi-step attack paths without relying on destructive techniques.
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