Unverified50% confidenceFactExact time
Test 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.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/15/2026
First Seen
Valid until: 1/13/2027
Sources
Related Entities
Related Claims
UnverifiedBenchmark 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.75% similarUnverifiedGoal模式在每一次工具调用之前都会做校验，通过工具调用拦截层将调用意图与预设约束比对，从而杜绝越界操作72% similarUnverifiedThree checks carry most of the evaluation work: comparing actual step counts against expected ranges, where runs that hit the step limit are cleanly separated from runs that finish in four steps; checking tool calls, where tools that were called but returned no usable result, and tools that should have been triggered but never were, have nowhere to hide; and checking the trajectory, i.e. the action sequence, which catches reruns, skipped steps and loops.72% similarUnverifiedEach task in SWE-Race is scored by the project's own test cases, runs in a container without network connectivity, and the repository is trimmed to a single commit to prevent retrieving fixes from git history.72% similarUnverifiedWhen using models for automated testing, you should explicitly limit the scope of external resources the test can access, record all test actions, mute or isolate in advance test items that have sensory feedback such as audio and video, and treat the model's unexpected behavior as a window into its decision logic.72% similar
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