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Srikanth Devarakonda

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Open access Aug 2026

The Enterprise AI Behavior Control Plane: Governing Longitudinal Drift in Production LLM Systems

The rapid integration of Generative AI into enterprise-critical workflows has introduced a novel systems challenge: behavioral instability over time. Unlike deterministic software, Large Language Models (LLMs) exhibit probabilistic outputs that shift due to model updates, prompt changes, retrieval corpus evolution, and...

Srikanth Devarakonda · 0 citations

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