AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Across numerous evaluations, `oci-agent`, an open-source Python package that implements a human-in-the-loop agentic workflow for observational causal inference, outperforms less structured baselines while remaining competitive with hand-tuned benchmarks.
This work argues that an LLM judge running in a production system is better understood as having a lifecycle: it must be built, trained, deployed, and continuously maintained as the surrounding data evolves, and each phase poses distinct technical and operational challenges.
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