CAUM Systems offers observability tools for AI agent workflows, enabling detection of loops, retries, and cost exposure without reading semantic content. It provides both API and CLI interfaces for integration into engineering workflows, helping AI engineers and developers monitor and debug agent behavior efficiently.
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