Research desk

Reproducible findings, not hot takes

Technical reporting for reverse engineering, cloud security labs, vulnerability analysis, and defensive testing.

Conceptual editorial illustration showing cloud AI infrastructure and model migration pathways.

Enterprise LLM Pricing Model Performance Comparison: The Economics of Model Migration

As cheaper tiers reach benchmark parity on standard corporate workloads, the migration question becomes governance and availability, not raw capability.

Editorial illustration depicting autonomous agentic AI network nodes protected by cryptographic zero-trust security boundaries.

Cloud Security Research

Beyond Standard Scaling: Architectural Shifts, Agentic Vectors, and the Enterprise Security Risk of GPT-6

For CISOs and architects, the line between manageable infrastructure evolution and uncontained systemic risk runs through agentic vectors, not model size.

Technical conceptual diagram illustrating security attack vectors across open-weight model files and cloud API integrations.

Cloud Security Research

AI Supply Chain Security Risks: How OpenAI Integrations and Hugging Face Flaws Expose Enterprise Infrastructure

Hugging Face flaws and OpenAI integration paths have produced remote code execution, secret harvesting and cross-tenant exfiltration in real deployments.

3D editorial illustration depicting enterprise AI compute routing and SOC security safeguards

Cloud Security Research

Opus 5 Enterprise AI Pricing Reshapes Security Compute: High-Reasoning LLM Economics and the Cybersecurity Routing Catch

For vulnerability auditing, incident response and threat hunting, the routing catch matters as much as the price — and it is not visible in the pricing table.