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Signal > Noise

Experimental Lab
Testing Ideas & Building Prototypes

🚀 Active Experiments

AI Security Playground

Active

Testing adversarial ML techniques, prompt injection defenses, and model security evaluations. Local LLM experiments with Ollama.

Adversarial ML Ollama RAG

PQC Migration Toolkit

WIP

Building tools for crypto inventory discovery, algorithm agility assessment, and post-quantum cryptography migration planning.

Post-Quantum Cryptography Security Tools

Cloud Security Simulator

Active

Reference platform for testing IAM policies, least-privilege boundaries, threat modeling scenarios, and resilience drills.

Cloud Security IAM Zero Trust

Compliance Automation

WIP

AI-driven regulatory mapping and compliance reporting automation for evolving frameworks (RMiT, PDPA, Cybersecurity Act).

RegTech AI Automation Compliance

💡 Ideas & Concepts

Risk Quantification Dashboard

Idea

Board-level risk metrics translated from technical security controls

Threat Intelligence Feed

Idea

Curated security threat feeds with contextual analysis

Security Knowledge Graph

Idea

Interconnected security frameworks and control mappings

🛠️ Lab Tech Stack

AI & ML

  • • Ollama (Local LLMs)
  • • LangChain / LlamaIndex
  • • PyTorch / TensorFlow
  • • Hugging Face

Cloud & Infrastructure

  • • AWS / Azure / GCP
  • • Kubernetes / Docker
  • • Terraform / Pulumi
  • • Cloudflare Workers

Security Tools

  • • OWASP ZAP / Burp Suite
  • • Metasploit / Cobalt Strike
  • • Wireshark / tcpdump
  • • Custom Python Tools
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