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Even when provided with complete authorization proofs in-context, LLM planners still execute unsafe mutations up to 75% of the time, proving that agent authority must be enforced deterministically at the execution boundary rather than delegated to model reasoning.
Stop building separate container images for every platform: CIR slashes image size by 95% and speeds up deployment by 40-60% by deferring platform-specific builds.
LLM code copilots are put to the test with SecCodeBench-V2, a new benchmark revealing their security vulnerabilities across 22 CWE categories and five programming languages.