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Results for “AI agent code execution”
2 publicationsTechnical guideSource-based analysisResearch reportDesk publication
Run code written by AI agents inside a disposable sandbox
Treat agent-generated code as untrusted input. Pick a microVM or user-space kernel boundary, keep egress and credentials off by default, and destroy the session when the user or conversation ends.
AI systems · Amazon Web Services / Microsoft Azure / Google Cloud / Firecracker / gVisor / OWASP · By Cloud Security DeskQwen3.8-Flash-Next and GLM-5.3-Flash share a 3:1 long-context pattern
Both models replace most conventional attention layers with recurrent state and reserve sparse attention for periodic retrieval. Their differences lie in where they place capacity, how much neural computation they activate, and what their serving stacks must keep trustworthy.
AI systems · Resilience · By Umair Akbar and Ahmed Elshekh