Agentic systems are probabilistic and must be designed with guidance, validation, and guardrails rather than treated like deterministic software. The most reliable architectures combine LLM-driven ...
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Abstract: The acquisition of high-quality underwater images is of great importance to ocean exploration activities. However, images captured in the underwater environment often suffer from degradation ...
A PreToolUse hook that intercepts and blocks destructive git and filesystem commands before AI coding agents run them. CC Safety Net parses command semantics — so flag reordering, shell wrappers, and ...