Adaptive Zero Trust AI Gateway
Research into prompt inspection, explainable risk decisions, output filtering, adaptive trust, and audit trails for safer AI model access.
Lab
The Lab is the research and experimentation side of GT Research Lab. It focuses on applied cybersecurity, AI security, automation, and secure digital infrastructure.
Active Programmes
Research into prompt inspection, explainable risk decisions, output filtering, adaptive trust, and audit trails for safer AI model access.
Experimental API gateway patterns for routing AI traffic through authentication, policy enforcement, request checks, provider control, and structured logs.
Prototype work around memory artefact analysis, Volatility3 outputs, suspicious activity correlation, and clearer investigation interfaces.
Interface concepts for alerts, attack timelines, model posture events, risk signals, and Zero Trust decision visibility.
Focus Areas
Internal research into safer AI workflows, data boundaries, reviewable outputs, and practical controls around AI-assisted systems.
Technical exploration around access control, least privilege, request validation, and security-conscious architecture.
Proof-of-concept systems for repeatable checks, documentation support, and security workflow improvement.
Experimental prototypes for organising technical knowledge, project notes, reports, and applied research material.
Applied security ideas for business processes, internal tools, forms, approvals, and operational digital systems.
Research Philosophy
AI systems should be designed with verification, policy, visibility, and control from the beginning.
Security tools become more useful when their decisions can be inspected, explained, and challenged.
Access should respond to behaviour, context, risk, and evidence instead of assuming anything is safe.
Good systems leave useful traces for investigation, learning, and future improvement.
Research Mode
The Lab works through internal research, experimental prototypes, proof-of-concept systems, applied security ideas, and technical exploration.