Unverified50% confidenceSolutionExact time
The sandbox graph is a clone of the production graph; after the agent executes the proposed remediation actions in the sandbox, it re-runs the blast-radius query to verify whether the attack paths are cut and whether the critical business paths remain connected.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen the model under evaluation has the ability to execute code and access external resources, the sandbox environment used for evaluation itself constitutes a new attack surface.72% similarUnverifiedDevin can automatically perform the following actions during the support phase: retrieve recent changes in the relevant code repository, analyze error logs and stack traces, attempt to reproduce the issue in a sandbox environment, and generate preliminary root-cause hypotheses and fix directions.70% similarUnverifiedTest cases run in a sandbox, where tool calls are intercepted rather than actually executed, while the system records the complete conversation trajectory, including every tool call, every parameter and every piece of reasoning the model exposed.67% similarUnverifiedCybersecurity evaluations are typically conducted in controlled sandbox environments for the purpose of testing a model's capabilities and tendencies in offensive and defensive scenarios.65% similarUnverifiedBenchmark environments targeting agent capabilities, such as WebArena, AgentBench, and τ-bench, still rely primarily on sandbox simulations and struggle to capture the real data noise, permission boundaries, latency jitter, and error propagation chains found in production-grade systems.65% similar
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