I’m a 3rd-year Cybersecurity student working at the intersection of AI Security, Autonomous Systems, and Distributed Safety Engineering.

My research focuses on how agentic and multi-agent AI systems behave under adversarial pressure, how secure runtime architectures can be designed for them, and how to engineer resilient, explainable, and trustworthy autonomous intelligence.

I work across adversarial ML, multi-agent systems, and runtime safety—combining theory with systems engineering using Rust, Golang, and Kubernetes.

• Agentic Swarm Intelligence — autonomous defense agents, role-switching, emergent coordination
• AI Runtime Security — kill-switches, governance modules, safety-critical constraints
• Adversarial Machine Learning — robustness, poisoning/evasion, red-team AI
• RL-LoRA Behaviour Systems — modular behavioural LoRA patches, dynamic skill composition
• Cyber-Physical & CPS Security — secure sensing, anomaly detection, physical-world adversaries
• Distributed Systems for AI — Kubernetes-orchestrated agents, fault-tolerant multi-agent infrastructure
• Trustworthy ML — explainability, uncertainty, distribution shifts

• Building AADS — Agentic AI Defense Swarms with safe governance and swarm-level autonomy
• Developing the REVA4 Runtime — RL-LoRA behavioural runtime for modular, controllable AI behaviours
• Engineering runtime safety systems in Rust — kill-switches, isolation layers, fault boundaries
• Creating distributed multi-agent runtimes in Go/K8s — CRDs, gossip systems, orchestration logic
• Designing adversarial stress-tests for MARL agents and behavioural LoRA modules.
• Prototyping GNIM — cyber-geospatial intelligence mapping and RF-aware situational awareness
• Writing research in AI Security, Swarm Intelligence, Runtime Safety, and CPS

To contribute foundational work in:

• Safe autonomous systems
• Agentic AI runtime design
• Swarm intelligence for cyber defense
• High-assurance ML and runtime safety
• Secure cyber-physical intelligence

I am particularly interested in pursuing research pathways & research careers at institutes like CISPA, Max Planck, or Helmholtz, leading toward an MSc + PhD focused on AI Security & Research Development and CPS.

If my research tools or experiments contribute to your projects or spark ideas, you can support my work here:

"To emulate the adversary is to embody every doubt that was never tested enough."