Real business environments with actual money, inventory and customers reveal AI capabilities and risks that classic benchmarks miss, ranging from price-fixing to deception to legal misinterpretations.
Agentic AI systems like Claude Mythos offer defensive potential but require a well-established IT security infrastructure — rapid penetrations under inadequate isolation and access control demonstrate the reality.
OpenAI calls for mandatory federal evaluations before AI model release but rejects regulatory approvals, positioning itself in a controlled middle ground between voluntary commitments and strict government control.
Unvalidated input in Anthropic’s Claude Code GitHub Action enabled complete repository takeover via a simple issue, with potential impact on all dependent downstream projects.
Hugging Face Transformers allows silent remote code execution via obfuscated parameters in model configurations as long as the optional kernels package is installed (CVE-2026-4372, patched in 5.3.0).
GreyVibe compensates for technical deficits through intensive use of commercial AI tools, enabling attack scaling that would normally require substantial personnel resources.
